Myeloidâderived suppressor cells (MDSCs) and tumorâassociated macrophages (TAMs), two immunosuppressive myeloid components within the tumor microenvironment (TME), represent fundamental barriers in cancer immunotherapy, whereas current nanomedicines rarely exert dual modulatory roles on these cell types simultaneously. Reactive oxygen species (ROS) not only mediates MDSCâinduced immunosuppression but also triggers differentiation and polarization of M2âTAMs. Herein, an ROS scavenging nanozyme, ZrâCeO, with enhanced superoxide dismutaseâ and catalaseâlike activities for renal tumor growth inhibition is reported. Mechanistically, intracellular ROS scavenging by ZrâCeO significantly attenuates MDSC immunosuppression via dampening the unfolded protein response, hinders M2âTAM polarization through the ERK and STAT3 pathways, but barely affects neoplastic cells and cancerâassociated fibroblasts. Furthermore, ZrâCeO enhances the antitumor effect of PDâ1 inhibition in murine renal and breast tumor models, accompanied with substantially decreased MDSC recruitment and reprogrammed phenotype of TAMs in the tumor mass. Upon cell isolation, reversed immunosuppressive phenotypes of MDSCs and TAMs are identified. In addition, ZrâCeO alone or combination therapy enhances T lymphocyte infiltration and IFNâÎł production within the TME. Collectively, a promising strategy to impair the quantity and function of immunosuppressive myeloid cells and sensitize immunotherapy in both renal and breast cancers is provided.