Tumor cells elicit metabolic reprogramming to establish an immunosuppressive tumor microenvironment (TME) for escaping from immunosurveillance. Therefore, interrupting the metabolic adaptation of tumor cells may be a promising strategy for TME immunomodulation, favoring immunotherapy. In this work, a tumor-specific peroxynitrite nanogenerator APAP-P-NO is constructed that can selectively disrupt metabolic homeostasis in melanoma cells. Stimulated by melanoma-characteristic acid, glutathione, and tyrosinase, APAP-P-NO can efficiently generate peroxynitrite through the in situ coupling of the produced superoxide anion and released nitric oxide. Metabolomics profiling reveals that the accumulated peroxynitrite induces a great decrease in metabolites in the tricarboxylic acid cycle. Meanwhile, the glycolysis-produced lactate drops sharply both intracellularly and extracellularly under peroxynitrite stress. Mechanistically, peroxynitrite impairs the activity of glyceraldehyde-3-phosphate dehydrogenase in glucose metabolism through S-nitrosylation. The metabolic alterations effectively reverse the immunosuppressive TME to evoke potent antitumor immune responses, including polarization of M2-like macrophages to M1phenotype, reduction of myeloid-derived suppressor cells and regulatory T cells, and restoration of CD8 T cell infiltration. Combining APAP-P-NO with anti-PD-L1 achieves a significant inhibition against both primary and metastatic melanomas without systemic toxicities. Collectively, a tumor-specific peroxynitrite overproduction approach is developed and the possible mechanism of peroxynitrite-mediated TME immunomodulation is explored, providing a new strategy for facilitating immunotherapy sensitivity.