With the development of immune checkpoint inhibitors, immunotherapy researchers have facilitated substantial progress for patients with mismatch repair deficient/microsatellite instability-high colorectal cancer, which has led to practice changes at a head-spinning pace. However, this benefit has not been translated into microsatellite stable colorectal cancer, which carries the hallmarks of chromosomal instability. So far, clinical trials have not shown any substantial clinical benefits of immune checkpoint inhibitor therapy for patients with microsatellite stable colorectal cancer, which has been disappointing. Recently, combinations of immune checkpoint inhibitors with tyrosine kinase inhibitors and targeted therapies have been investigated for potential synergistic effects that may increase antitumor activity in the tumor microenvironment and achieve more substantial clinical and radiologic responses. In this article, we discuss the current state of the science for the use of immune checkpoint inhibitors in microsatellite stable colorectal cancers, and we review the molecular underpinnings of inherited physiologic barriers for the delivery of effective immunotherapy. We also elaborate on existing therapeutic opportunities to convert microsatellite stable colorectal cancer into an "immune hot" cancer, which may define the future treatment paradigm of colorectal cancer for which there is a great unmet need.