Ferroptosis drugs often induce oxidative damage or block antioxidant defense due to the key mechanism of ferroptosis involved in cancer treatment, regulating the intracellular redox balance. However, these ferroptosis drugs are unstable during systemic circulation, and they lack tumor-targeting capability. Herein, we developed a stimuli-responsive and cell membrane-coated nanodrug for the simultaneous delivery of two ferroptosis drugs, an iron-chelating drug as a ROS inducer and sorafenib as an antioxidase inhibitor. The coating of the cancer cell membrane over the nanodrug can enhance the tumor-targeting capability and improve the stability in the blood circulation. In addition, the nanodrug exhibits sensitive drug release profiles in response to glutathione (GSH) and reactive oxygen species (ROS) in tumor microenvironments due to the dynamic diselenide bonds. The released iron-chelating drug and sorafenib not only produce hydroxyl radicals (˙OH) to induce ferroptosis, but also inhibit the expression of GPX4 to mitigate the ferroptosis resistance. Excitingly, the systemic administration of this biomimetic nanodrug displays superior antitumor and anti-metastatic effects in tumor-bearing mice. Our findings provide a promising therapeutic strategy for the co-delivery of ferroptosis inducers and antioxidase inhibitors to strengthen the therapeutic efficacy of ferroptosis.