Nanosomal Docetaxel Lipid Suspension in Treating Patients With Advanced Solid Tumors

Inclusion Criteria: * Must have given written, personally signed and dated, informed consent to participate in the study before initiating any study related procedures * Body mass index (BMI) at least 17 calculated as weight in kg/height in m\^2 * Must have histopathologically/cytologically confirmed primary tumors for which docetaxel is an appropriate or reasonable treatment option * Eastern Cooperative Oncology Group (ECOG) performance status =\< 2 * Must have recovered from any toxic effects of previous chemotherapy or radiotherapy as judged by the investigator to =\< grade 1 * Previous chemotherapy/radiotherapy/targeted therapy should have been completed at least 4 weeks prior to start of NDLS administration * Life expectancy of at least 6 months * Female patients of child bearing potential must have negative serum pregnancy test at screening * Sexually active women, unless surgically sterile (at least 6 months prior to study drug administration) or postmenopausal for at least 12 consecutive months, must use an effective method of avoiding pregnancy (including oral, transdermal, or implanted contraceptives \[any hormonal method in conjunction with a secondary method\], intrauterine device, female condom with spermicide, diaphragm with spermicide, absolute sexual abstinence, use of condom with spermicide by sexual partner or sterile \[at least 6 months prior to study drug administration\] sexual partner) for at least 4 weeks prior to study drug administration, during study and up to 30 days after the last dose of study drug; cessation of birth control after this point should be discussed with a responsible physician * In case of male patients: either patient partners or patients themselves must use an effective method of avoiding pregnancy for at least 4 weeks prior to study drug administration, during study and up to 30 days after the last dose of study drug or till next chemotherapy cycle * Absolute neutrophil count (ANC) \>= 1500/mm\^3 * Platelet count \>= 100,000/mm\^3 * Hemoglobin \>= 9 gm/dl * Serum creatinine \< 1.5 times upper limit of normal (ULN) * Total bilirubin =\< ULN * Aspartate aminotransferase (AST)/alanine aminotransferase (ALT) \< 2.5X ULN if alkaline phosphatase \< 2.5 ULN * AST/ALT \< 1.5 X ULN if alkaline phosphatase \> 2.5 ULN * Alkaline phosphatase must be \< 5 x ULN on all cases Exclusion Criteria: * Hypersensitivity to docetaxel injection or any of its excipients * Intolerance to any antineoplastic agents belonging to the taxane family * Prior anticancer therapy within 28 days prior to the first day of study treatment * Participation in another experimental drug study within 30 days prior signing the informed consent form (ICF) * Any of the following cardiac conditions: * Unstable angina * Myocardial infarction within the past 6 months * New York State Heart Association (NYHA) class II-IV heart failure * Uncontrolled angina * Severe uncontrolled ventricular arrhythmias * Clinically significant pericardial disease * Electrocardiographic evidence of acute ischemic or active conduction system abnormalities * Evidence of abnormal cardiac conduction (e.g., bundle branch block or heart block) are eligible if their disease has been stable for the past six months \* History of cardiac disease that met the NYHA classification class 2 or greater * Use of any recreational drugs or history of drug addiction * Known history of brain metastasis * Pre-existing motor or sensory neurotoxicity of a severity \>= grade 2 by National Cancer Institute (NCI) criteria * Positive hepatitis screening (hepatitis screen includes hepatitis B surface antigen \[HBsAg\], hepatitis C virus \[HCV\] and hepatitis A virus \[HAV\] \[immunoglobulin M (IgM)\] antibody) * Known case of active infection including human immunodeficiency virus (HIV) infections * Any other condition that, in the investigator's judgment, might increase the risk to the patient or decrease the chance of obtaining satisfactory data needed to achieve the objectives of the study * Abnormal baseline findings considered by the investigator to indicate conditions that might affect study endpoints * Donation of blood (1 unit or 350 mL) within 90 days prior to receiving the first dose of study medicine * Known, existing uncontrolled coagulopathy