To further promote the transformation and upgrading of county level agricultural economy, optimize agricultural structure and increase farmers’ income, based on the combination of agriculture, forestry, culture, tourism and health industry, this study focused on the organizational form of the differentiation, convergence and integration of agriculture, forestry, culture, tourism and health industry, and constructed the new industry form and new function of the organizational form. The integration of agriculture, forestry, culture, and tourism and health industry is the mutual penetration, intersection and integration among agriculture, forestry, cultural industry, tourism industry and health care industry. The integration among the five industries could promote the development of the new industry form and new function. This study took Zezhou County of Shanxi Province as the research object, based on the county’s resources and terrain characteristics, established the development modes of ‘plain + modern agriculture’, ‘hilly area+ cultural tourism’ and ‘mountain area+ forest health’ from the perspective of the new industry form and new function, as well as the cultivation mechanism of new agricultural business entities, the strengthening mechanism of interest connection, the guarantee mechanism of policy and the expansion mechanism of industrial development. This study could have a practical role in promoting the development of the new industry form and new function of the integration of agriculture, forestry, culture, and tourism and health industry.