Taken together, our study elucidates a mechanism by which FH downregulation promotes immune evasion through the fumarate-HIF-1α/p300/PKM2-PD-L1 axis, providing a novel target, drug, and strategy to improve immunotherapy for ccRCC. The gene discussed is FH; the disease is nonpapillary renal cell carcinoma.