Enhancer of zeste homologue 2 (EZH2) is the enzymatic catalytic subunit of polycomb repressive complex 2 (PRC2), which plays an important role in post-translational modifications of histones. In this study, we designed and synthesized a new series EZH2 covalent inhibitors that have rarely been reported. Biochemical studies and mass spectrometry provide information that SKLB-03220 could covalently bind to the S-adenosylmethionine (SAM) pocket of EZH2. Besides, SKLB-03220 was highly potent for EZH2MUT, while exhibiting weak activities against other tested histone methyltransferases (HMTs) and kinases. Moreover, SKLB-03220 displayed noteworthy potency against ovarian cancer cell lines and continuously abolished H3K27me3 after washing out. Furthermore, oral administration of SKLB-03220 significantly inhibited tumor growth in PA-1 xenograft model without obvious adverse effects. Taken together, SKLB-03220 is a potent, selective EZH2 covalent inhibitor with noteworthy anticancer efficacy both in vitro and in vivo.