A coating composition capable of forming a drug coating layer unsusceptible to peeling in the process of delivery of a water-insoluble drug to a target tissue is provided. The coating composition contains the water-insoluble drug and a basic compound which is positively charged at physiological pH. A medical device coated with the coating composition is further provided.