The effective integration of rural eco-agriculture and leisure agriculture is an important realization form of rural revitalization strategy. This paper determines the development of ecological agriculture and leisure agriculture coupling measurement dimensions, in which the ecological agriculture level contains two dimensions of agricultural performance and agricultural input, and the leisure agriculture level has five dimensions of infrastructure, economic benefits, tourism performance, tourism input and social benefits, and the joint entropy and gray correlation methods are used for the calculation of the weight of their indicators. Based on the development content and characteristics of rural ecological agriculture and leisure agriculture, we build a framework for determining the coupling degree of the two with reference to the capacity coupling model and calculation method of physics. Under this framework, the comprehensive development level of the ecological agriculture system of the research sample in ten years is 0.253~0.859, and the comprehensive development level of the leisure agriculture system is 0.214~0.892, and the coupling degree of the two is 0.154~0.707, which reaches an intermediate level of coordination after ten years of development. Accordingly, this paper suggests that at the level of leisure agriculture, based on modern technological tools to strengthen publicity, attract tourists, and promote the growth of economic scale; and at the level of ecological agriculture in the form of economic support for the innovation of its mode of production and the maintenance of the production structure. The integration of leisure agriculture and ecological agriculture forms a high-quality sustainable development path to help rural revitalization.