In response to the problem that the red gene inheritance is not professional and deep enough to keep up with the times, this paper studied the college students’ red gene inheritance, so that the red gene can be better inherited. This paper made a detailed study of the value pursuit of the Communist Party of China (CPC) and the inheritance of college students’s red gene of college students, introduced the value pursuit of the CPC and explained the importance and necessity of the inheritance of the college students’ red gene. This paper first studied the inheritance of red gene in college students, then expounded the importance and necessity of red gene inheritance in them and probed into the value pursuit of the Communist Party of China. It also studied the inheritance of red genes in college students in the new era, hoping to further promote the inheritance of red genes. Research on the value pursuit of the CPC and the college students’ red gene inheritance can draw their attention to the red gene inheritance and facilitate their understanding of the value pursuit of the CPC, so that the red gene can be better inherited in the new era.