This study mainly explores the effect of college students' perception entrepreneurial leadership on entrepreneurial intentions and provides new ideas for education and teaching for colleges and universities to improve college students' entrepreneurial intentions. This study adopts the convenience sampling method, uses the entrepreneurial leadership scale and the entrepreneurial intention scale as the research tools, and conducts a questionnaire survey on college students in three universities in Hainan Province. A total of 781 questionnaires were returned, and 12 invalid questionnaires were screened out 769 questionnaires were recovered, and the effective rate of the questionnaire was 98.5%. The valid questionnaires were analyzed by SPSS statistical software. The research results show that college students' perception entrepreneurial leadership has a significantly and positively effects on entrepreneurial intentions. The results of this study have important reference value for further improving college students' entrepreneurial intention.