This review systematically summarizes the latest mechanisms of immune escape in the renal cancer immune microenvironment, including abnormal expression of histocompatibility complex (MHC), secretion of immunosuppressive factors, programmed death ligand-1 with abnormal expression, recruiting immunosuppressive cells, and VHL gene deletion. Here, HLA-C is linked to renal carcinoma.