Castration-resistant prostate cancer (CRPC) is an intractable disease, but approaches for eradicating primary tumors and inhibiting metastasis are limited. Considering that lipid metabolism plays key roles in ferroptosis and tumor progression and treatment resistance, here we developed a biomimetic nanovesicle (FiFe@RBM) encapsulating fatty acid synthetase inhibitors and iron oxide nanoparticles for synergistic therapy of CRPC and inhibiting the metastasis. FiFe@RBM with superior magnetic properties efficiently delivered drugs into the CRPC cancer cells, where it can release Fe ions to efficiently induce reactive oxygen species and mitochondrial dysfunction and inhibit the AKT-mTOR pathway, which synergistically causes apoptosis and enhances ferroptosis by rewired lipid metabolism through increasing polyunsaturated fatty acids (PUFAs), PUFA-enriched phosphatidylcholine (PUFA-PC), PUFA-enriched phosphatidylethanolamine (PUFA-PE), etc. By intravenous injection, the high accumulation of FiFe@RBM in PC-3 tumors enabled precision T1/T2-weighted magnetic resonance imaging-guided effective eradication of human CRPC PC-3 tumors by synergistic magnetic hyperthermia therapy (MHT) and ferroptosis, which further inhibited liver metastasis by the activated and recruited high rates of natural killer cells in the nude mice model. This work presents an effective nanovesicle strategy for reprogramming lipid metabolism to enhance ferroptosis in synergy with MHT for effectively treating refractory cancers.