Synaptic dysfunction and loss are central drivers of cognitive decline in Alzheimer's disease (AD), yet current therapeutic approaches targeting amyloid-β or tau pathology have largely failed to rescue synaptic function. Neural oscillations and synaptic plasticity are tightly coupled and underpin functional brain networks, suggesting that modulating oscillatory dynamics may offer new therapeutic avenues. Here, we developed a strategy for precise, non-genetic neuromodulation using focused ultrasound and piezoelectric Ba0.85Ca0.15Zr0.1Ti0.9O3 (BCZT) nanoparticles to generate targeted, gamma-frequency electromagnetic fields in the hippocampal CA3 subregion of early-stage AD mouse models. This rhythmic stimulation effectively restored impaired gamma oscillations, enhanced synaptic plasticity, and remodeled memory-related network connectivity, as validated by local field potential recordings, patch-clamp electrophysiology, and functional MRI. Mechanistically, we demonstrate that NF-κB transcription factor activation during rhythmic stimulation regulates AMPAR trafficking by balancing synaptic internalization and delivery, with concurrent upregulation of P300-mediated histone acetylation. Our findings establish a novel paradigm for spatially precise, periodic neuromodulation that restores hippocampal information processing and network function in early AD, highlighting the therapeutic potential of piezoelectric nanomaterials for neural circuit repair in AD and other neurodegenerative diseases characterized by impaired neural rhythms.