The present invention provides: a coating composition capable of forming a drug coating layer insusceptible to peeling in the process of delivery of a water-insoluble drug to a target tissue, the coating composition containing the water-insoluble drug and a basic compound which is positively charged at physiological pH and a medical device coated with the coating composition.