Moral education is a basic component of graduate education with the purpose of cultivating creative talents. Starting from the quality structure of creative graduate students, this paper points out that moral education contributes to upgrading graduate students’ creative character, creative awareness and creative ability. In addition, it advances the idea of strengthening graduate students’ creative moral sense, clarifies the position of graduate students’ oral education and thereby puts forth strategies and measures for strengthening graduate students’ self education.