Active manipulation of terahertz (THz) waves is important for future optoelectronic applications, but most approaches rely on volatile or slow actuation, limiting efficiency and stability. Here, we report a nonvolatile, low-voltage tunable THz transmission device based on electrochemical modulation of a conductive polymer thin film integrated with metallic nanoresonators. A thin film of PEDOT:PSS, deposited via a single-step spin-coating process onto the nanoresonator array, enables efficient modulation of resonance-enhanced THz transmission with a gate voltage of less than 1 V. Our approach achieves reversible and stable switching without any film removal or structural alteration. Resonance-enhanced local fields increase modulation depth to ∼58%, over three times that of the polymer film alone. Furthermore, the electrochemical doping state is retained for a week without continuous power, suggesting memory functionality. Our findings lay the groundwork for the development of next-generation THz metasurfaces, smart modulators, and energy-efficient switching devices.