Gamma-secretase/Notch Signalling Pathway Inhibitor RO4929097 in Combination With Cisplatin, Vinblastine, and Temozolomide in Treating Patients With Recurrent or Metastatic Melanoma

Inclusion Criteria: * Patients must have histologically or cytologically Memorial Sloan Kettering Cancer Center (MSKCC) confirmed recurrent or metastatic melanoma * All Patients must have measurable disease as defined by Response Evaluation Criteria in Solid Tumors (RECIST) 1.1; measurable disease is defined as at least one lesion that can be accurately measured in at least one dimension (longest diameter to be recorded); each lesion must be \> 10 mm when measured by computed tomography (CT), magnetic resonance imaging (MRI) or caliper measurement by clinical exam; or \> 20 mm when measured by chest x-ray; lymph nodes must be \> 15 mm in short axis when measured by CT or MRI * Patients may have had up to one prior systemic therapy for recurrent or metastatic disease, but cannot have previously been treated with cisplatin, vinblastine, temozolomide, dacarbazine, or a gamma-secretase inhibitor; at least 3 weeks must have elapsed since the last dose of systemic therapy; for small molecule targeted therapy, at least 5 half-lives must have elapsed; at least 6 weeks must have elapsed if the last regimen included carmustine (BCNU) or mitomycin C or an anti-cytotoxic T-lymphocyte antigen 4 (CTLA4) antibody * Life expectancy of greater than 3 months * Eastern Cooperative Oncology Group (ECOG) performance status =\< 2 (Karnofsky \>= 60%) * Hemoglobin \>= 9 g/dL * Leukocytes \>= 3,000/mcL * Absolute neutrophil count \>= 1,500/mcL * Platelets \>= 100,000/mcL * Total bilirubin =\< institutional upper limit of normal * Aspartate aminotransferase (AST) (serum glutamic oxaloacetic transaminase \[SGOT\])/alanine aminotransferase (ALT) (serum glutamate pyruvate transaminase \[SGPT\]) =\< 3 X institutional upper limit of normal * Creatinine within normal institutional limits OR creatinine clearance \>= 60 mL/min/1.73 m\^2 for patients with creatinine levels above institutional normal * Women of childbearing potential and men must use two forms of contraception (i.e., barrier contraception and one other method of contraception) at least 4 weeks prior to study entry, for the duration of study participation, and for at least 12 months post-treatment; should a woman become pregnant or suspect she is pregnant while she or her partner are participating in this study and for 12 months after study participation, the patient should inform the treating physician immediately * Women of childbearing potential are required to have a negative serum pregnancy test (with a sensitivity of at least 25 mIU/mL) within 10-14 days and within 24 hours prior to the first dose of RO4929097 (serum or urine); a pregnancy test (serum or urine) will be administered every 4 weeks if their menstrual cycles are regular or every 2 weeks if their cycles are irregular while on study within the 24-hour period prior to the administration of RO4929097; a positive urine test must be confirmed by a serum pregnancy test; prior to dispensing RO4929097, the investigator must confirm and document the patient's use of two contraceptive methods, dates of negative pregnancy test, and confirm the patient's understanding of the teratogenic potential of RO4929097 * Female patients of childbearing potential are defined as follows: * Patients with regular menses * Patients, after menarche with amenorrhea, irregular cycles, or using a contraceptive method that precludes withdrawal bleeding * Women who have had tubal ligation * Female patients may be considered to NOT be of childbearing potential for the following reasons: * The patient has undergone total abdominal hysterectomy with bilateral salpingo-oophorectomy or bilateral oophorectomy * The patient is medically confirmed to be menopausal (no menstrual period) for 24 consecutive month * Pre-pubertal females; the parent or guardian of young female patients who have not yet started menstruation should verify that menstruation has not begun; if a young female patient reaches menarche during the study, then she is to be considered as a woman of childbearing potential from that time forward * Ability to understand and the willingness to sign a written informed consent document * Patients with accessible tumor must agree to undergo pre- and post-treatment tumor biopsies Exclusion Criteria: * Patients who have had chemotherapy or radiotherapy within 3 weeks (6 weeks for nitrosoureas or mitomycin C) prior to entering the study or those who have not recovered from adverse events due to agents administered more than 3 weeks earlier * Patients may not be receiving any other investigational agents * Patients with known brain metastases are excluded unless brain metastases have been resected or successfully treated with stereotactic radiosurgery and the patient has been free from central nervous system (CNS) recurrence or progression for 3 months * History of allergic reactions attributed to compounds of similar chemical or biologic composition to RO4929097 or other agents used in the study * Patients taking medications with narrow therapeutic indices that are metabolized by cytochrome P450 (CYP450), including warfarin sodium (Coumadin®) are ineligible * Preclinical studies indicate that RO4929097 is a substrate of CYP3A4 and inducer of CYP3A4 enzyme activity; caution should be exercised when dosing RO4929097 concurrently with CYP3A4 substrates, inducers, and/or inhibitors; furthermore, patients who are taking concurrent medications that are strong inducers/inhibitors or substrates of CYP3A4 should be switched to alternative medications to minimize any potential risk; the following medications with strong potential for interaction are not allowed: indinavir, nelfinavir, ritonavir, clarithromycin, itraconazole, ketoconazole, nefazodone * Patients with malabsorption syndrome or other condition that would interfere with intestinal absorption * Patients must be able to swallow tablets * Patients who are serologically positive for hepatitis A, B or C, and have an active infection, or have a history of liver disease, other forms of hepatitis or cirrhosis are ineligible * Patients with uncontrolled electrolyte abnormalities including hypocalcemia, hypomagnesemia, hyponatremia, hypophosphatemia or hypokalemia, defined as less than the lower limit of normal for the institution, despite adequate electrolyte supplementation are excluded from this study * Uncontrolled intercurrent illness including, but not limited to, ongoing or active infection, symptomatic congestive heart failure, unstable angina pectoris, a history of torsades de pointes or other significant cardiac arrhythmias other than chronic, stable atrial fibrillation that require antiarrhythmics or other medications known to prolong corrected QT interval (QTc); psychiatric illness/social situations that would limit compliance with study requirements; patients may have had another cancer but there must be convincing clinical evidence that the melanoma is the disease requiring therapeutic intervention * Pregnant women are excluded from this study; breastfeeding should be discontinued if the mother is treated with RO4929097; these potential risks may also apply to other agents used in this study * HIV-positive patients on combination antiretroviral therapy are ineligible; appropriate studies will be undertaken in patients receiving combination antiretroviral therapy when indicated * Cardiovascular: baseline QTc \> 450 msec (male) or QTc \> 470 msec (female) * Patients who have not recovered to \< Common Terminology Criteria for Adverse Events (CTCAE) grade 2 toxicities related to prior therapy are not eligible to participate in this study