This will be a phase II trial of the combination of sunitinib and nivolumab in patients with advanced, measurable, metastatic melanoma who harbor mutations in the KIT gene in their tumors. It is a multi-center trial using the FDA-approved doses of both sunitinib and nivolumab. Sunitinib will be provided by Pfizer. Endpoint is RECIST response rate and PFS.