Recombinant AAV gene therapies deliver durable clinical benefit but face immune-mediated challenges that vary by vector, dose, route, and patient. Gulve and colleagues synthesize the clinical manifestations, temporal patterns, and mechanisms of rAAV immunogenicity, highlighting risk assessment and emerging mitigation strategies to support safer, more effective gene therapy development.