Abstract: China has entered a new stage of urbanization development, which has caused a huge differentiation in rural regions. Rural revitalization should promote classified and precise implementation policies, especially focus on ordinary agricultural villages. The local practice of rural revitalization often falls into "path dependence", limited to industrial revitalization and environmental remediation, and fails to meet the major contradictions in rural society and the endogenous needs of farmers. Exploring more possibilities for rural revitalization, this study envisages re-creating village collectives, organizing revitalization, realizing new forms of farmers' production and life, and then realizing the cultural revitalization of rural society and creating a new beautiful lifestyle fit to the modern society in future.