The stigma of psychiatric patient is developed by social construction, and it is also associated with social culture closely. Confucianism influence Chinese society, so people pay attention to propriety, justice, honesty, and moral shame. This also formed the traditional concept of honor, the performance of honor is keen on face-saving. In Chinese society, people often choose to avoid the performance does not meet the social expectations of people, in order to protect his face, and the psychiatric patients are often regarded as inconsistent with what the social expectations of people. Therefore, this article explores the stigma of psychiatric patient in the perspective of "Chinese face". Finally, some suggestions have been proposed in education, personal interaction and clinical practice.