This phase 2 trial is evaluating the antineoplastic activity of tivozanib (AV-951) in treating patients with recurrent or metastatic renal cell cancer. Tivozanib (AV-951) is a VEGF-receptor tyrosine kinase inhibitor, and may stop the growth of tumor cells by blocking blood flow to the tumor.