The biomimetic IL12/CSF1R‐macrophage membrane and c‐RGD‐decorated and PEGylated liposome synergistically achieved efficient blood–brain‐barrier crossing and tumor targeting, with efficient enrichment of nanovesicles in glioblastoma. This evidence concerns the gene CSF1R and glioblastoma.