In higher education, mental health education is a complex task that involves many educational factors. From the perspective of psychological education, the basic tasks and value pursuits of university mental health education and curriculum ideological and political education are the same. Both are student-centered, providing a basic guarantee for the integration of the two. Currently, some universities are facing issues such as the need to clarify the concept of "psychological education", the trend towards value neutrality in mental health education, and the need to improve the quality of the psychological education team. In response to this situation, universities should integrate educational factors, provide clear value guidance, strengthen integrated education, improve the overall quality of the education team, continue to promote the ideological and political construction of psychological health education courses in universities, and achieve new breakthroughs.