Under the double driving of national “massive entrepreneurship and massive innovation” policy and rural revitalization strategy, the returning entrepreneurship of migrant workers is focused. Through evolution game analysis of the behavior selection of the migrant workers to make entrepreneur by returning home, this paper clarifies the evolution stability strategy between governments and the migrant workers in the process of returning home entrepreneurship activity and the key factors affecting the activity. The research results show that the combination of the factors such as entrepreneurial environment, self-condition, income level and so on affects the choice of the migrant workers, that the key to whether the migrant workers return home for the entrepreneurship depends on the effective encouragement of the willingness of returning home for the entrepreneurship of the migrant workers, and that optimizing entrepreneurial environment and setting up scientific and effective investment and financing mechanism are the important method to initiate the enthusiasm and capability of the migrant workers for returning home entrepreneurship. On the basis of this, this paper builds multiple investment models led by governments and advances real measures for guaranteeing the operation of the multiple investment models.