“Oncogene addiction” refers to the process of tumor cell death that can occur after inactivation of a single oncogene. In this issue of Cancer Cell, Rakhra, et al. argue that complete tumor clearance after molecular targeted therapies requires a functioning immune system, pointing the way toward radically new combination therapies.