Rechargeable aqueous zinc-ion batteries (ZIBs) have emerged as promising candidates for energy storage due to their low cost, high safety, and high theoretical energy density. However, the utilization of Zn anodes results in unsatisfied rate performance and cycling stability due to the Zn dendrites, unsatisfactory stripping/plating efficiency, and gas evolution. Herein, we propose a novel approach to construct "rocking-chair" ZIBs with h-WO3 as non-Zn anode to address these issues. Metallic and nonmetallic ion-doped h-WO3 (Cu-NWO) are designed and deliver high capacity as an intercalation anode of "rocking-chair" ZIBs due to their unique delocalized electronic structure and high active sites. Density functional theory calculations certify that the Cu2+ preintercalation can strengthen the electrochemical kinetics and simultaneously reduce diffusion barriers on Zn2+ storage. The aqueous "rocking-chair" ZIBs deliver a long cycle life and high energy density and successfully realize a self-powered electrochromic device, making them more suitable for practical applications in a smart gird.