The poor showing for immunotherapy in PDAC is likely a result of the cancer’s complex immunosuppressive tumor microenvironment, acting to insulate the tumor against an effective cytotoxic immune response. This review summarizes the mechanisms of immunosuppression within the PDAC tumor microenvironment and provides an up-to-date review of completed and ongoing clinical trials using various immunotherapy strategies.