Cytokines are promising therapeutic agents for cancer due to their immune-stimulating properties. However, their clinical application is limited by a narrow therapeutic window and dose-limiting on-target, off-tumor toxicity. Advances in protein engineering enable the selective delivery of cytokines to the tumor microenvironment (TME) and antigen-specific T cells, enhancing antitumor efficacy while reducing systemic side effects. This review focuses on selected cytokines and outlines their developmental trajectory for treating solid tumors. We highlight strategies for constructing cis-signaling immunocytokines and procytokines for precise delivery to tumor sites and discuss the biological mechanisms through which these cytokines reactivate antitumor immunity. We also discuss the challenges and future directions for creating more effective cytokine-based therapeutics.