Individualized Temozolomide in Treating Patients With Stage IV Melanoma That Cannot Be Removed By Surgery

Inclusion Criteria: * Histologic/cytologic proof of stage IV malignant melanoma not amenable to surgery * Any number of previous chemotherapy regimens (except those containing TMZ or dacarbazine \[DTIC\]) in the metastatic setting are allowed as long as \>= 4 weeks have elapsed from last treatment * Measurable disease defined as at least one lesion whose longest diameter can be accurately measured as \>= 1.0 cm with spiral CT scan, or ≥ 2 cm with computed tomography (CT) component of a positron emission tomography (PET)/CT; Note: disease that is measurable by physical examination only is not eligible * Life expectancy of \>= 3 months * Eastern Cooperative Oncology Group (ECOG) performance score of 0, 1, or 2 * Recovered from side effects that might interfere with the protocol therapy and: - \>= 4 weeks must have elapsed from last radiation treatment to time of study entry - \>= 4 weeks must have elapsed from the last chemotherapy administration to time of study entry * Absolute neutrophil count (ANC) \>= 1500/mL * Platelet count \>= 100,000/mcl * Hemoglobin \>= 9gm/mcl * Creatinine =\< 2.5 x upper limit of normal (ULN) * Aspartate aminotransferase (AST) =\< 3 x ULN * Negative serum pregnancy test done =\< 7 days prior to registration, for women of childbearing potential only * Ability to understand and the willingness to sign a written informed consent document * Willingness to return to Mayo Clinic Rochester for follow-up, except for some appointments that can be made with the local physician * Patient willing to provide research blood samples Exclusion Criteria: * Receiving any other investigational agents including those for symptom management * Uncontrolled intercurrent illness including, but not limited to, the following: - Active infection - Congestive heart-failure (New York Heart Association \[NYHA\] grade III or IV) * Pregnant or breast feeding women, or women of child-bearing potential (and/or their partners) who are unwilling to utilize an approved method of birth control during the study and for 1 month afterward * History of other malignancy \< 5 years with the exception of basal cell or squamous cell carcinoma of the skin treated with local resection only, limited stage prostate cancer treated with surgery or radiation therapy with currently undetectable prostate-specific antigen (PSA), or carcinoma in situ of the cervix * Known standard therapy for the patient's disease that is potentially curative or proven capable of extending life expectancy * Known immunosuppression (i.e. chronic steroid use) or autoimmune disorder * Human immunodeficiency virus (HIV) positive * Current or known history of hepatitis * Previous treatment with DTIC or TMZ * Previous immunotherapy treatment for metastatic disease in the preceding 2 months; Note: immunotherapy in the adjuvant setting is allowed * Previously untreated brain metastases; Note: patients with previously treated brain metastases are allowed as long as these are radiologically stable for \>= 3 months and the patient is off steroids for \>= 4 weeks