The nanodelivery carrier was modified with tumor cell membrane and dendritic cell membrane to create a double-membrane fusion biomimetic nanomedicine, termed FM@mPDA/DOX/JQ-1. This research introduces a biologically inspired platform for multimodal combined tumor therapy. Because fusion membrane nanomedicines inherit the homologous targeting properties of tumor cells, chemotherapy drugs can be delivered to tumor lesions. In addition, the fusion membrane carries abundant and complete tumor cell membrane antigens. Based on the professional antigen presentation characteristics of dendritic cells, it directly or indirectly promotes the uptake of cell membrane-bound tumor antigens and downstream immune responses. In ectopic and orthotopic tumor-bearing mouse models, FM@mPDA/DOX/JQ-1 can induce a durable immune response to inhibit the rebound of primary tumors after chemotherapy and photothermal therapy (PTT). FM@mPDA/DOX/JQ-1 demonstrates no adverse impact on liver and kidney function, as well as blood indicators in mice, affirming its excellent safety profile. This tumor-specific immunotherapy-based nanoplatform holds promise for extension across various tumor types, offering a viable approach for multimodal combined tumor therapy.