Here, it is demonstrated that PBRM1 knockdown induced M1 macrophage polarization and infiltration, which enhanced the efficacy of anti‐PD‐1 immunotherapy in RCC. The gene discussed is PBRM1; the disease is renal cell adenocarcinoma.