Our findings identify similarities and differences in KDM5C and KDM5D functions, challenging the idea that KDM5D in male cells functions equivalently to the second KDM5C allele in female cells, and implicate an interplay between KDM5C mutation and Y chromosome loss in ccRCC development in men. Here, KDM5D is linked to nonpapillary renal cell carcinoma.