In this cohort study of 12,046 patients with cancer and COVID-19, it was discovered that the use of immunotherapy (IO) and other systemic anticancer therapies in combination with baseline immunosuppression was linked to worse outcomes and a higher incidence of cytokine storm in SARS-CoV-2-infected cancer patients.