The maximum safe dose of MK-3475 in combination bevacizumab (as determined in the phase 1b cohort) will be given on day 1 of each 21 day cycle. Treatment will continue until disease progression, unacceptable toxicity, subject refusal, or subject death either from progression of disease, the therapy itself, or from other causes. Subjects who voluntarily stop the study, have progressive disease, or unacceptable toxicities will be followed for a total of 24 months.