Innovation and entrepreneurship are the source of power, which is significant to the economic structural adjustment and regional development. As a new developing paradigm, Innovation Driven Entrepreneurship (IDE) attaches importance to the synergy progress of innovation and entrepreneurship, emphasizes the entrepreneurship based on innovation and the interactive effects of them, and achieves more everlasting development vigor through the collaborative design and development of source, environment and policy. In the long-term development, Taiwan’s leisure agriculture in Taiwan of China has formed a model of multiagent development, concerning government, market, academia and industry. Based on the IDE framework, the authors analyzed the practice patterns and developing path of Taiwan’s leisure agriculture from the aspects of identification and construction of innovation and entrepreneurship system, stakeholders’composition and participation, policies formation and implementation and so on. The results show that innovation and entrepreneurial capacity cultivation and entrepreneurial capacity expansion are the core of IDE ecosystem, which is supported by infrastructure, policy system and social environment, it ensures the roles played by government, enterprise, academia, industry and capital in the development of leisure agriculture. IDE framework could fully realize the interaction and cooperation of stakeholders, release the regional development potential, form new development path, promote innovative development and improve residents’well-being.