Patients receive pembrolizumab intravenously (IV) over 30 minutes on day 1 every 3 weeks and aldesleukin IV every 8 hours for up to 14 doses at weeks 4, 7, 16, 19, 28, and 31 in the absence of disease progression or unacceptable toxicity.