Riluzole in Combination With mFOLFOX6 and Bevacizumab in Treating Patients With Metastatic Colorectal Cancer

Inclusion Criteria: * Patients with metastatic colorectal cancer, who are appropriate candidates to receive mFOLFOX6/bevacizumab. Patients who progressed on FOLFOX-based regimen are allowed * Willingness to undergo both pre-treatment and post-treatment tumor tissue biopsies (pre-treatment tumor tissue will be sent to pathology lab to confirm metastatic colorectal cancer as the standard of care) * Eastern Cooperative Oncology Group (ECOG) performance status 0-1 * Age \>= 18 years * Absolute neutrophil count \>= (ANC) 1,500/ul * Platelets \>= 100,000/ul * Hemoglobin \>= 9 g/dl * Serum total bilirubin \< 1.5 x ULN * Serum albumin \>= 2.5 g/dl * If no liver involvement, aspartate aminotransferase (AST) and alanine aminotransferase (ALT) =\< 1.5 x ULN. If liver involvement, AST and ALT =\< 3.0 x ULN * Ability to understand and the willingness to sign a written informed consent document * A male subject of fathering potential must use an adequate method of contraception to avoid conception throughout the study (and for up to 12 weeks after the last dose of study drug) to minimize the risk of pregnancy. If the partner is pregnant or breastfeeding, the subject must use a condom * Women of childbearing potential (WOCBP) must be using an adequate method of contraception to avoid pregnancy throughout the study and for up to 12 weeks after the last dose of study drug to minimize the risk of pregnancy. WOCBP must have a negative serum or urine pregnancy test within 72 hours before the start of the investigational product Exclusion Criteria: * Patients who are receiving any other investigational agents * Patients with history of hepatitis B or C * Patients with severe renal impairment (CrCl \< 30 mL/min) * Prior full field radiotherapy \< 4 weeks or limited field radiotherapy \< 2 weeks prior to first study drug administration. Patients with central nervous system (CNS) metastases may participate in this trial provided they are clinically stable. Patients who are \< 1 month from radiation therapy must not be included * Patients with existing grade 2 peripheral neuropathy * Patients with a history of thrombotic or embolic events within the last six months such as a cerebrovascular accident (including transient ischemic attacks), pulmonary embolism or deep vein thrombosis * Cardiac conditions as follows: * Active coronary artery disease, unstable or newly diagnosed angina or myocardial infarction less than 6 months prior to first study drug administration * Class III-IV New York Heart Association (NYHA) congestive heart failure * Uncontrolled hypertension (Systolic blood pressure \[BP\] \> 150 mmHg and diastolic BP \> 90 mmHg for 24 hours) despite optimal medical management * Corrected QT (QTc) (Friderica) prolongation \> 480 msec * Uncontrolled concurrent illness including, but not limited to, ongoing or active infection, cardiac arrhythmia, active bleeding diatheses, and psychiatric illness/social situations that would limit compliance with study requirements * Major surgical procedure or significant traumatic injury less than 3 weeks or those who receive minor surgical procedures within 1 week from first dose of study drug administration * Known inability to swallow capsules * Inability to comply with study and/or follow-up procedures * Pregnant women are excluded from this study. Because there is an unknown but potential risk for adverse events in nursing infants secondary to treatment of the mother, breastfeeding should be discontinued