 This phase II trial studies how well lenvatinib works in treating patients with pheochromocytoma or paraganglioma that has spread to other places in the body or cannot be removed by surgery. Lenvatinib may stop the growth of tumor cells by blocking some of the enzymes needed for cell growth. 