Dysfunction of lipid metabolism is important for the development and progression of colorectal cancer, but the underlying mechanisms remain unclear. Here, HDAC2 was identified as highly expressed in both adenoma and colorectal cancer. We aimed to explore the roles and mechanisms of HDAC2 in lipid metabolism in colorectal cancer. HDAC2 expression in adenoma and colorectal cancer tissues was measured using tissue arrays. The function of HDAC2/YAP1 was identified using in vitro and in vivo experiments. Coimmunoprecipitation experiments, DNA pull-down assays, luciferase analyses, and ChIP-qPCR (Chromatin Immunoprecipitation-quantitative real-time polymerase chain reaction) assays were used to identify the potential mechanisms of HDAC2. We found that HDAC2 can disrupt lipid metabolism in colorectal cancer by mediating the deacetylation of YAP1. Mechanistically, HDAC2 can bind to YAP1 and mediate deacetylation of the K280 site of YAP1. Furthermore, the deacetylation of YAP1 reduces the efficiency of its binding to the ZMYND11 promoter region, exacerbating lipid metabolism disorders, which in turn reduce lipid accumulation and increase lipid catabolism in colorectal cancer cells. Our study identified a novel regulatory mechanism of lipid metabolism in colorectal cancer in which HDAC2 increases lipid catabolism by regulating the deacetylation of the K280 site of YAP1, revealing that HDAC2 promotes tumor progression through the regulation of lipid metabolism.