Immune checkpoint inhibition therapy (ICIT) is an emerging field in oncology especially opening new horizons to chemotherapy refractory patients. This paper provides deep insight into immune related adverse events (irAEs) posing a major challenge and drawback to ICIT, and presents right management strategies for very complex complications. Moreover, for the first time in literature, a non-linear mathematical model is introduced to measure the ICIT success rate and to decide about the optimum ICIT duration. Furthermore, a strategy is presented to overcome or to delay the progression after initial good response in a subset of patients.