Here, we reveal that cancer-associated fibroblasts-derived exosomes (CAF-exo) polarize macrophages towards an immunosuppressive phenotype through encapsulating Gremlin-1 (GREM1) in non-small cell lung cancer (NSCLC). Here, GREM1 is linked to non-small cell lung carcinoma.