Intracellular tau accumulation forming neurofibrillary tangles is hallmark pathology of Alzheimer's disease (AD), but how tau accumulation induces synapse impairment is elusive. By overexpressing human full‐length wild‐type tau (termed hTau) to mimic tau abnormality as seen in the brain of sporadic AD patients, we find that hTau accumulation activates JAK2 to phosphorylate STAT1 (signal transducer and activator of transcription 1) at Tyr701 leading to STAT1 dimerization, nuclear translocation, and its activation. STAT1 activation suppresses expression of N‐methyl‐D‐aspartate receptors (NMDARs) through direct binding to the specific GAS element of GluN1, GluN2A, and GluN2B promoters, while knockdown of STAT1 by AAV‐Cre in STAT1flox/flox mice or expressing dominant negative Y701F‐STAT1 efficiently rescues hTau‐induced suppression of NMDAR expression with amelioration of synaptic functions and memory performance. These findings indicate that hTau accumulation impairs synaptic plasticity through JAK2/STAT1‐induced suppression of NMDAR expression, revealing a novel mechanism for hTau‐associated synapse and memory deficits. Synopsis Tau accumulation, one hallmark of Alzheimer's disease, induces synaptic impairment by activating JAK2/STAT1 signaling, which transcriptionally suppresses N‐methyl‐D‐aspartate receptors. Downregulation of STAT1 ameliorates synaptic function and memory performance in mice. Accumulation of hTau triggers JAK2‐dependent STAT1 dimerization, activation and nuclear translocation. STAT1 activation directly suppresses N‐methyl‐D‐aspartate receptor expression. Downregulation of STAT1 rescues hTau‐induced N‐methyl‐D‐aspartate receptor suppression. Tau accumulation, one hallmark of Alzheimer's disease, induces synaptic impairment by activating JAK2/STAT1 signaling, which transcriptionally suppresses N‐methyl‐D‐aspartate receptors. Downregulation of STAT1 ameliorates synaptic function and memory performance in mice.