FBXO10 overexpression or RAGE knockdown inhibited proinflammatory cytokine release, promoted BDNF expression, mitigated the depressive‐like and cognitive impairment behaviors, and inhibited the polarization of M1 microglia. Here, BDNF is linked to Cognitive impairment.