The immune landscape of late-stage liver cancer is featured by severe immunosuppression that is characterized by poor immunogenicity, T-cell exhaustion, and infiltration of a large number of immunosuppressive cells, leading to compromised therapeutic efficacy of mainstream immunotherapies. Herein, we developed a pleiotropic immune cell mobilization strategy to modulate immune systems for immunosuppressive liver cancer therapy. In this study, immunogenic bacteria-derived outer membrane vesicles (OMVs) were exploited as a vector to deposit Cu and Mn with mixed valence states via one-step biomineralization, followed by platelet membrane camouflage, which are denoted as OPCM. Mechanistically, the pleiotropic OPCM possesses POD, CAT, and GPX-like activities, thereby achieving cGAS-STING activation, immunogenic ferroptosis, and tumor hypoxia alleviation, ultimately leading to initiation of the cancer immunity cycle, modulation of both innate and adaptive immune system, and reversion of immunosuppression. Notably, the combination with typical αPD-L1 treatment augmented the tumor suppression effect by amplifying the intensity of ferroptosis due to IFN-γ secretion by activated T cells. Overall, the metal biomineralized OPCMs in combination with αPD-L1 formed a closed-loop therapy that cycles from immunotherapy and ferroptosis therapy, providing new insights for treating immunosuppressive liver cancer.