Myelodysplastic syndromes (MDS) and acute myeloid leukemia (AML) harboring both inv(3)/t(3;3) and monosomy 7 (-7) are highly aggressive myeloid cancers of which molecular pathogenesis and therapeutic vulnerability remain elusive. High throughput drug screens, CUT&Tag/RNA sequence, and functional assays using human MDS/AML cells revealed that EZH2 inhibitors efficiently induce apoptosis preferentially in MDS/AML with inv(3)/t(3;3) and -7 through the activation of GADD45γ-p38-p53 axis. EVI1 activated in 3q-rearranged MDS/AML was responsible for silencing by direct binding to its consensus sequence within GADD45γ promoter and recruitment of PRC2 complex via interaction with EZH2, which can be therapeutically targeted by EZH2 inhibition. MDS/AML with inv(3)/t(3;3) and -7 showed preferential sensitivity to EZH2 inhibition in both mouse model and patient samples. Thus, MDS/AML cells with inv(3)/t(3;3) and -7 possess apoptosis evasion mechanism through EVI1-PRC2-mediated repression of GADD45γ-p38-p53 axis, which is a potential therapeutic vulnerability in MDS/AML patients with these high-risk cytogenetic lesions.