Radiofrequency ablation (RFA), a critical therapy for hepatocellular carcinoma (HCC), carries a significant risk of recurrence and metastasis, particularly owing to mechanisms involving immune evasion and antigen downregulation via epigenetic modifications. This study introduces a “nano‐epidrug” named MFMP. MFMP, which is composed of hollow mesoporous manganese dioxide (MnO2) nanoparticles, FIDAS‐5 as an MAT2A inhibitor, macrophage membrane, and anti‐PD‐L1 (aPD‐L1), targets HCC cells. By selectively binding to these cells, MFMP initially reverses immune suppression via PD‐L1 inhibition. After endocytosis, MFMP disassembles in the tumor microenvironment, releasing FIDAS‐5 and Mn2+. FIDAS‐5 prevents cGAS methylation, whereas Mn2+ aids STING pathway restoration. In addition, FIDAS‐5 reduces m6A RNA modification, suppressing EGFR expression. These changes enhance HCC antigenicity to promote cytotoxic T cell recognition and cytotoxic killing. Furthermore, MFMP mediates immunogenic cell death in HCC by synergizing with RFA through cGAS DNA demethylation, EGFR mRNA demethylation, and TBK1 protein phosphorylation, thereby inhibiting recurrence and metastasis and enhancing immune memory. Thus, MFMP is a potential adjunctive therapy requiring clinical validation.