Cancers are often initiated by genetic events that activate proto-oncogenes or inactivate tumor suppressor genes. These events are also critical for sustained tumor cell proliferation and survival, a phenomenon described as oncogene addiction. In addition to this cell intrinsic role, recent evidence indicates that oncogenes also directly regulate immune responses, leading to immunosuppression. Expression of many oncogenes, or loss of tumor suppressors, indeed induces the expression of immune checkpoints including PD-L1, which regulate the immune response. Here, we discuss how oncogenes, and in particular MYC, suppress immune surveillance and how oncogene-targeted therapies may restore the immune response against tumors.