Preoperative Radiotherapy and E7046 in Rectum Cancer

Inclusion Criteria: * Diagnosis of histologically confirmed invasive primary rectal carcinoma * Age ≥18 years at the time of informed consent * Eastern Cooperative Oncology Group (ECOG) Performance Status of 0 or 1 * Participants must have locally advanced rectum cancer where primary resection without chemoradiotherapy (CRT) is unlikely to achieve clear margins as defined by magnetic resonance imaging (MRI), with no metastatic disease, as assessed by independent review. * Disease that can be encompassed within a radical radiotherapy treatment volume * Participant must consent to repeated biopsy to allow the acquisition of fresh and/or formalin-fixed paraffin-embedded (FFPE) material. Available archived tumor material may be submitted as the pretreatment biopsy provided that minimum requirements are met by local pathology review as defined in the laboratory manual. If archived tumor material is not available or does not meet minimum requirements, then a fresh tumor biopsy must be obtained in accordance with local institutional practice. * Adequate renal function defined as serum creatinine \<1.5 × upper limit of normal (ULN) (or use System of Units \[SI\] units or calculated creatinine clearance ≥50 milliliter per minute \[mL/min\] per the Cockcroft and Gault formula) * Adequate bone marrow function: * Absolute neutrophil count (ANC) ≥1500/millimeters cubed (mm\^3) (≥1.5 × 10\^3/microliters \[µL\]) * Platelets ≥100,000/mm\^3 (≥100 × 10\^9/Liters \[L\]) * Hemoglobin ≥9.0 grams per deciliter (g/dL) * Adequate liver function: * Adequate blood coagulation function as evidenced by an International Normalized Ratio (INR) ≤1.5 * Total bilirubin ≤1.5 × ULN except for unconjugated hyperbilirubinemia or Gilbert's syndrome * Alkaline phosphatase, alanine aminotransferase (ALT), and aspartate aminotransferase (AST) ≤2.5 × ULN * No prior pelvic radiotherapy, chemotherapy, immunotherapy, or other anti-cancer treatment for rectal cancer * No prior exposure to colony stimulating factor 1 receptor (CSF1R) antagonists such as but not limited to emactuzumab (RG7155) (Roche), PLX3397 (Plexicon), JNJ40346627 (Johnson \& Johnson), including both anti-CSF1R and small molecule inhibitors and prostaglandin E2 receptor 4 (EP4) antagonists * No preexisting condition that would deter radiotherapy, eg, fistulas, severe ulcerative colitis (particularly participants currently taking sulphasalazine), Crohn's disease, prior adhesions * Willing and able to give informed consent and comply with all aspects of the protocol Exclusion Criteria: * Any contraindications to MRI (eg, participants with pacemakers, claustrophobia, excessive weight, etc). * Unfit to receive study treatment or subsequent surgical resection * Active hydronephrosis * Unequivocal evidence of metastatic disease defined by computerized tomography (CT) (includes resectable metastases) * Prolongation of corrected QT (QTc) interval to \>480 milliseconds (msec) when electrolyte balance is normal * Recent occurrence (within 3 to 6 months) of a major thromboembolic event, such as pulmonary embolism or proximal deep vein thrombosis, unless stable on (\>1 month) therapeutic anticoagulation (aspirin \<325 milligrams (mg) daily or low-molecular-weight heparin \[LMWH\]). Participants with a history of clinically non-significant thromboembolic events, not requiring anticoagulation, are allowed on study. * Participants receiving oral warfarin are not eligible for this study (unless warfarin is discontinued at least 7 days prior to commencement of treatment and for the duration of the study, or oral warfarin is converted to LMWH, where local clinical opinion considers this an acceptable option). * Previous radiotherapy in the pelvic region (eg, prostate) or previous rectal surgery (eg, total mesorectal excision \[TME\]) or any investigational treatment for rectal cancer * Cardiac conditions as follows: uncontrolled hypertension (resting blood pressure \[BP\] ≥150/95 millimeters of mercury \[mmHg\] despite optimal therapy), heart failure New York Heart Association (NYHA) Class II or above, prior or current cardiomyopathy, atrial fibrillation with heart rate \>100 beats per minute (bpm). Unstable ischemic heart disease (myocardial infarction within 6 months prior to starting treatment, or angina requiring use of nitrates more than once weekly) * Has a known additional malignancy that is progressing and/or requires active treatment. Exceptions include basal cell carcinoma of the skin or squamous cell carcinoma of the skin that has undergone potentially curative therapy, previous ductal carcinoma in situ (DCIS), or breast cancer diagnosed more than 5 years ago, as long as adequately treated or in situ, or early (up to stage 1B1) cervical cancer, or vulval intraepithelial neoplasia (VIN), or vulval cancer adequately treated without pelvic radiation therapy (RT) * Refractory nausea and vomiting, chronic gastrointestinal diseases (eg, inflammatory bowel disease), or significant bowel resection that may impair adequate absorption and bioavailability of study drug. Major disturbance of bowel function (eg, gross fecal incontinence or requiring \>6 mg loperamide each day). * Participants with prior Hepatitis B or C infection with inadequate liver function * Recent major surgery within 4 weeks prior to entry into the study (excluding the placement of vascular access and defunctioning stoma or any other surgical procedures not considered major by the investigator) that would prevent administration of study treatment * Known dihydropyrimidine dehydrogenase (DPD) deficiency * Participants with progressive neurological dysfunction that would confound the evaluation of neurological and other toxicities; any evidence of severe or uncontrolled systemic disease, active infection, active bleeding diatheses or renal transplant, including any participant with known active hepatitis B, hepatitis C, or human immunodeficiency virus (HIV) infection * Participants with interstitial pneumonia or extensive and symptomatic fibrosis of the lungs * Participants with any active autoimmune disease or a documented history of autoimmune disease, poorly controlled asthma or history of syndrome that required systemic steroids or immunosuppressive medications, except for participants with vitiligo or resolved childhood asthma/atopy. Participants with asthma who require intermittent use of bronchodilators (such as albuterol) will not be excluded from this study. * Any other major illness that, in the investigator's judgment, will substantially increase the risk associated with the participant's participation in this study * Has received a live vaccine within 30 days of planned start of study therapy. Note: Seasonal influenza vaccines for injection are generally inactivated flu vaccines and are allowed; however, intranasal influenza vaccines (eg, Flu-Mist®) are live attenuated vaccines, and are not allowed. * Females who are breastfeeding or pregnant at Screening or Baseline (as documented by a negative beta-human chorionic gonadotropin \[β-hCG\] test with a minimum sensitivity of 25 International Units per Liter \[IU/L\] or equivalent units of ß-hCG). A separate baseline assessment is required if a negative screening pregnancy test was obtained more than 72 hours before the first dose of study drug. Females of childbearing potential (all females will be considered to be of childbearing potential unless they are postmenopausal \[amenorrheic for at least 12 consecutive months, in the appropriate age group, and without other known or suspected cause\] or have been sterilized surgically \[ie, bilateral tubal ligation, total hysterectomy, or bilateral oophorectomy, all with surgery at least 1 month before dosing\]) who: * Had unprotected sexual intercourse within 30 days before study entry and who do not agree to use a highly effective method of contraception (eg, true abstinence if it is their preferred and usual lifestyle \[defined as refraining from heterosexual intercourse during the entire period of risk associated with the study treatments\], an intrauterine device, a contraceptive implant, an oral contraceptive, or have a vasectomized partner with confirmed azoospermia) throughout the entire study period and for 6 months after study drug discontinuation; * Are not currently abstinent or do not agree to refrain from sexual activity during the study period and for 6 months after study drug discontinuation; * Are using hormonal contraceptives but are not on a stable dose of the same hormonal contraceptive product for at least 4 weeks before dosing and who do not agree to use the same contraceptive during the study or for 6 months after study drug discontinuation. * Males who have not had a successful vasectomy (confirmed azoospermia) or they and their female partners do not meet the criteria above (ie, not of childbearing potential or practicing highly effective contraception throughout the study period or for 6 months after study drug discontinuation)