Although certain therapeutic agents with immunogenic properties may enhance antitumor immunity, cancer cells can eliminate harmful cytoplasmic entities and escape immunosurveillance by orchestrating autophagy. Here, an ingenious in situ self-assembled nanomicelle dissolving microneedle (DMN) patch was designed for intralesional delivery of immunogenic cell death-inducer (IR780) and autophagy inhibitor (chloroquine, CQ) coencapsulated micelles (C/I-Mil) for efficient antitumor therapy. Upon insertion into skin, the self-assembled C/I-Mil was generated, followed by electrostatic binding of hyaluronic acid, the matrix material of DMNs, accompanied by the dissolution of DMNs. Subsequently, photothermal-mediated size-tunable C/I-Mil could effectively penetrate into deep tumor tissue and be massively internalized via CD44 receptor-mediated endocytosis, precisely ablate tumors with the help of autophagy inhibition, and promote the release of damage-associated molecular patterns. Moreover, CQ could also act as an immune modulator to remodel tumor-associated macrophages toward the M1 phenotype via activating NF-κB. In vivo results showed that the localized photoimmunotherapy in synergy with autophagy inhibition could effectively eliminate primary and distant tumors, followed by a relapse-free survival of more than 40 days via remodeling the tumor immunosuppressive microenvironment. Our work provides a versatile, generalizable framework for employing self-assembled DMN-mediated autophagy inhibition integrated with photoimmunotherapy to sensitize superficial tumors and initiate optimal antitumor immunity.