This phase I trial is studying the side effects and best way to give sunitinib malate in treating patients with unresectable or metastatic kidney cancer or other advanced solid tumors. Sunitinib malate may stop the growth of tumor cells by blocking blood flow to the tumor and by blocking some of the enzymes needed for cell growth.