Cancer neuroscience has established that peripheral nerves can shape tumor growth and antitumor immunity, although the underlying mechanisms vary across malignancies. Calcitonin gene-related peptide (CGRP), released mainly by peptidergic nociceptors and sensed through the CALCRL/RAMP1 receptor complex, is emerging as a recurrent mediator of tumor-nerve communication. This review synthesizes current evidence for CGRP signaling across tumor types. In melanoma and head and neck squamous cell carcinoma (HNSCC), CGRP can directly suppress tumor-infiltrating T cell activity. In lung adenocarcinoma, it acts through a macrophage-fibroblast relay that limits tertiary lymphoid structure assembly. In medullary thyroid cancer, tumor-associated CGRP is linked to abnormal dendritic cell development. In pancreatic ductal adenocarcinoma, nociceptor-derived CGRP participates in a reciprocal interaction with cancer-associated fibroblasts that lowers IL-15 and suppresses natural killer cells. Additional studies identify tumor-intrinsic outputs, including gastric tumor growth, CGRP-dependent cytoprotective autophagy in oral cancer, and RAMP1-dependent growth in gastrointestinal cancer models. Liver data currently support a role in fibrogenesis, while the relevance of this pathway to hepatocellular carcinoma remains unresolved. Together, these findings support a shared nociceptor-CGRP signaling system with tumor-specific cellular outputs. CGRP-pathway drugs and nociceptor-directed interventions therefore warrant tumor-specific translational studies, although anticancer efficacy remains predominantly preclinical.