The Ad‐HSA/FA‐MβCD supramolecular complex significantly prolonged the blood retention of FA‐MβCD and improved its antitumor effect and safety after intravenous administration in tumor‐bearing nude mice xenografted with FR‐expressing cancer cells. The gene discussed is ALB; the disease is cancer.