Trebananib With or Without Bevacizumab, Pazopanib Hydrochloride, Sorafenib Tosylate, or Sunitinib Malate in Treating Patients With Advanced Kidney Cancer

Inclusion Criteria: * Patients must have histologically or cytologically confirmed renal cell carcinoma except medullary or collecting duct subtypes; sarcomatoid differentiation will be allowed * Patients must have measurable disease, defined as at least one lesion that can be accurately measured in at least one dimension (longest diameter to be recorded for non-nodal lesions and short axis for nodal lesions) as \>= 20 mm with conventional techniques or as \>= 10 mm with spiral computed tomography (CT) scan, magnetic resonance imaging (MRI), or calipers by clinical exam * Patients must have documented radiologic or clinical progressive disease following at least one prior anti-VEGF regimen administered either as a single agent or in combination with other agents for at least 8 weeks; the prior anti-VEGF treatment regimen must have included bevacizumab, pazopanib, sorafenib or sunitinib administered not more than 12 weeks before study entry; Note: enrollment not more than 8 weeks after the last dose of anti-VEGF therapy is encouraged; nevertheless, intercurrent therapy with an mTOR inhibitor (everolimus or temsirolimus) will be allowed if progression on that treatment is observed within 12 weeks of the prior anti-VEGF therapy * Any number of prior regimens is allowed; prior investigational therapy is allowed * Eastern Cooperative Oncology Group (ECOG) performance status =\< 1 (Karnofsky \>= 70%) * Life expectancy of greater than 3 months * Leukocytes \>= 3,000/mcL * Absolute neutrophil count \>= 1,500/mcL * Platelets \>= 100,000/mcL * Total bilirubin =\< institutional upper limits of normal * Aspartate aminotransferase (AST) (serum glutamic oxaloacetic transaminase \[SGOT\])/alanine aminotransferase (ALT) (serum glutamate pyruvate transaminase \[SGPT\]) =\< 2.5 x institutional upper limit of normal * Partial thromboplastin time (PTT) or activated partial thromboplastin time (aPTT) =\< upper limit of normal (ULN) per institutional laboratory range * International normalized ratio (INR) =\< 1.5 * Creatinine within normal institutional limits OR creatinine clearance \> 40 mL/min per 24 hour (h) urine collection or calculated according to the Cockcroft-Gault formula * Urinary protein =\< 100 mg/dL in urinalysis or =\< 1+ on dipstick, unless quantitative protein is \< 1000 mg in a 24 h urine sample * Generally well-controlled blood pressure with systolic blood pressure =\< 140 mmHg AND diastolic blood pressure =\< 90 mmHg prior to enrollment; the use of anti-hypertensive medications to control hypertension is permitted * Patients must have a tumor site amenable to biopsy as determined by the treating investigator; any questions regarding suitability of a site for biopsy will be adjudicated by the principal investigator * Patients must be willing to consent to tumor biopsy for research purposes * Patients should have archival tumor tissue (either unstained slides or tumor blocks) available for retrieval * The effects of AMG 386 are known to be detrimental to fetal development; for this reason and because inhibitors of angiogenesis as well as other therapeutic agents used in this trial are known to be teratogenic, women of child-bearing potential and men must agree to use adequate contraception (hormonal or barrier method of birth control; abstinence) prior to study entry, for the duration of study participation, and 6 months after completion of AMG 386; should a woman become pregnant or suspect she is pregnant while she or her partner is participating in this study, she should inform her treating physician immediately; men treated or enrolled on this protocol must also agree to use adequate contraception prior to the study, for the duration of study participation, and 6 months after completion of AMG 386 and bevacizumab, pazopanib, sunitinib, or sorafenib administration * Ability to understand and the willingness to sign a written informed consent document Exclusion Criteria: * Intolerance of prior treatment with bevacizumab, pazopanib, sorafenib, or sunitinib; Note: subjects who required a dose reduction of pazopanib, sorafenib, or sunitinib during prior therapy MAY be eligible if they tolerated the agent after dose level reduction (to a minimum of dose level -2 as defined in this protocol) * Central nervous system metastases unless: (1) metastases have been treated and have remained controlled for at least two weeks following treatment, AND (2) patient has no residual neurological dysfunction off corticosteroids for at least one week; a CT or MRI to evaluate for central nervous system (CNS) disease is required for symptomatic patients only * History of venous or arterial thromboembolism within 12 months prior to enrollment/randomization * History of clinically significant bleeding within 6 months of enrollment/randomization * Unresolved toxicities from prior systemic therapy that are Common Terminology Criteria in Adverse Events (CTCAE) version 3.0 or 4.0 \>= grade 2 in severity except alopecia * Currently or previously treated with AMG 386, or other molecules that inhibit the angiopoietins or Tie2 receptor * Clinically significant cardiovascular disease within 12 months prior to enrollment/randomization, including myocardial infarction, unstable angina, grade 2 or greater peripheral vascular disease, cerebrovascular accident, transient ischemic attack, congestive heart failure, or arrhythmias not controlled by outpatient medication or placement of percutaneous transluminal coronary angioplasty/stent * Major surgery within 28 days prior to enrollment or still recovering from prior surgery * Minor surgical procedures except placement of tunneled central venous access device within 3 days prior to enrollment * Non-healing wound, ulcer (including gastrointestinal), or fracture * Subject not consenting to the use of highly effective contraceptive precautions (e.g., double barrier method \[i.e., condom plus diaphragm\]) during the course of the study and for 6 months after administration of the last study medication * History of allergic reactions attributed to compounds of similar chemical or biologic composition to AMG 386 or the anti-VEGF agent used in study * History of allergic reactions to bacterially-produced proteins * Patients who have had anti-VEGFR tyrosine kinase inhibitor within 1 week, mTOR inhibitor within 1 week or anti-VEGF antibody therapy within 3 weeks prior to entering the study; patients who have had other forms of chemotherapy or radiotherapy within 4 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 4 weeks earlier * Patients who have not yet completed at least 21 days (30 days for prior monoclonal antibody therapy) since ending other investigational device or drug trials, or who are currently receiving other investigational treatments * Patients receiving any medications or substances that are strong inhibitors or inducers of cytochrome P450, family 3, subfamily A, polypeptide 4 (CYP450 3A4) are ineligible; caution is advised for patients requiring weak or moderate CYP450 3A4 inhibitors or inducers; specifically prohibited medicines include indinavir, nelfinavir, ritonavir, clarithromycin, itraconazole, ketoconazole, nefazodone, carbamazepine, phenobarbital, phenytoin, pioglitazone, rifabutin, rifampin, St. John's wort, and troglitazone * Uncontrolled intercurrent illness including, but not limited to, ongoing or active infection, symptomatic congestive heart failure, unstable angina pectoris, cardiac arrhythmia, or psychiatric illness/social situations that would limit compliance with study requirements * Pregnant women are excluded from this study because AMG 386, bevacizumab, pazopanib, sorafenib, and sunitinib are inhibitors of angiogenesis with the potential for teratogenic or abortifacient effects; because there is an unknown but potential risk for adverse events in nursing infants secondary to treatment of the mother with AMG 386, breastfeeding must be discontinued if the mother is treated with AMG 386 * Human immunodeficiency virus (HIV)-positive patients on combination antiretroviral therapy are ineligible because of the potential for pharmacokinetic interactions with pazopanib, sorafenib, or sunitinib; in addition, these patients are at increased risk of lethal infections when treated with marrow-suppressive therapy; appropriate studies will be undertaken in patients receiving combination antiretroviral therapy when indicated * Inability to take oral medications on a continuous basis; patients who are to take pazopanib, sorafenib, or sunitinib and are unable to swallow pills whole are ineligible (the pills cannot be crushed or broken) * Any condition which in the investigator's opinion makes the subject unsuitable for study participation