Taken together, intra-tumoral CCL5+ TAMs exhibited a distinct pro-tumorigenic exhausted state of CD8+ T cells and promoted an immunoevasive contexture in ccRCC. Here, CCL5 is linked to nonpapillary renal cell carcinoma.