This is a efficacy and safety study of pembrolizumab (MK-3475, KEYTRUDA®) as monotherapy in participants with previously systemically treated hepatocellular carcinoma (HCC). Study participants may receive pembrolizumab once every 3 weeks for up to 35 administrations (up to approximately 2 years).