Depletion of macrophages using anti‐CSF1 strategy or genetic depletion of macrophage‐derived VEGF‐A production normalized vascular patterning and restored vessel functionality, substantially improving chemotherapeutic agent efficacy and survival in glioma‐bearing mice. Here, CSF1 is linked to central nervous system cancer.