The paper explores the building of Chinese knowledge graph of diseases covering 7 major entities and relations among these entities with diseases as its core. It introduces general framework, thoughts, data extraction and modeling. The RDB2RDF data mapping standard based on R2RML is used to complete the building of such processes as data collection, clean, storage, transformation, modeling, correlation, retrieval, basically achieving expected goals of building Chinese knowledge graph of diseases.