Systemic administration of the checkpoint blockade antibody anti-CTLA4 results in severe autoimmune toxicity, limiting its clinical efficacy. Fransen and colleagues show here that peritumoral delivery of low doses of this immunomodulatory drug can trigger a systemic antitumor immune response while preventing the toxicity against other organs.