In this study, we identify histone deacetylase 3 (HDAC3) as a key epigenetic suppressor of ferroptosis in colorectal cancer (CRC) and delineate a novel HDAC3–NRF2–GPX4 regulatory axis that governs ferroptotic sensitivity. The gene discussed is GPX4; the disease is colorectal cancer.