Mechanistically, deletion of Hrh4 in microglia, but not in neurons, reverses cognitive deficits and mitigates key AD pathogenesis by activating the cAMP/TGF‐β1/Smad3 pathway. Here, HRH4 is linked to Cognitive impairment.