Rural entrepreneurship is an important way to promote rural revitalization, narrow the gap between urban and rural areas and increase farmers’ income. With the acceleration of urbanization, land resources have become scarcer than capital, technology, and human resources in China. At the same time, food-security pressure makes the stock of rural construction land in China extremely tight. Therefore, how to meet the demand for rural entrepreneurial land without touching the red line of cultivated land or occupying the existing rural construction land available is an urgent problem that needs to be solved. Reviewing the relevant literature, it was found that some regions in China innovated the way of “capital compensation and land equity” to obtain the use rights of marginal land resources such as idle farmhouses, workshops and school buildings and transformed them into entrepreneurial development spaces, which alleviated the scarcity of entrepreneurial construction land. At the same time, it also promoted the local residents’ employment and economic development. We believe that according to the social and economic conditions of different regions, the in-depth tapping of rural marginalized land is an effective way to solve the lack of development space for rural entrepreneurship and should be implemented worldwide.