Mitochondrial N-formylpeptides are released from damaged or dead cells to the extracellular spaces and cause inflammatory responses. The role of mitochondrial N-formylpeptides in aseptic systemic inflammatory response syndromes induced by trauma or cardiac surgery has been well investigated. However, there are no reports regarding the role of mitochondrial N-formylpeptides in cancer. In this study, we investigated the role of tumor cell-derived mitochondrial N-formylpeptides in anti-tumor immunity using knockout murine tumor cells of mitochondrial methionyl-tRNA formyltransferase (MTFMT), which catalyze N-formylation of mitochondrial DNA-encoded proteins. There was no apparent difference among the wild-type and MTFMT-knockout clones of E.G7-OVA cells with respect to morphology, mitochondrial dynamics, glycolysis and oxidative phosphorylation, oxygen consumption rate, or in vitro cell growth. In contrast, in vivo tumor growth of MTFMT-knockout cells was slower than that of wild-type cells. A reduced number of myeloid-derived suppressor cells and an increase of cytotoxic T-lymphocytes in the tumor tissues were observed in the MTFMT-knockout tumors. These results suggested that tumor cell-derived mitochondrial N-formylpeptides had a negative role in the host anti-tumor immunity through modification of the tumor microenvironment.