Abstract The further application of promising transition‐metal chalcogenides (TMCs) cathodes in dilute neutral aqueous Zn batteries (AZBs) is mainly plagued by unsatisfactory working voltages (usually <1 V vs Zn 2+ /Zn) and their conventional cationic redox centers reaching theoretical capacity limit. Hence, to break the confinement, a novel Zn‐Cu 2‐x Se battery is developed in dilute neutral‐aqueous electrolyte by introducing a tailored charge‐carrier, which not only alters the intercalation potential of ions embedded into Cu 2‐x Se (vs Zn 2+ /Zn, working voltage from ≈0.4 to ≈1.2 V) but also activates the anionic redox centers of Cu 2‐x Se (capacity release from 143.4 to 323.2 mAh g −1 at 0.4 A g −1 ). In situ synchrotron X‐ray diffraction (SXRD) and substantial ex situ characterizations reveal the multi‐step phase conversion undergone by cathode and triggered additional Se‐based anionic (Se n 2− /Se 2− ) reversible redox reaction. A multi‐electron synergistic transfer process established on the cationic‐anionic redox centers circumvents the slow relaxation of single‐ion charge compensation achieving high‐capacity and enhanced ion diffusion kinetics. As a result, an extraordinary energy density of up to 406.2 Wh kg −1 at 240 W kg −1 is implemented (calculated based on the mass of Cu 2‐x Se cathode), which is ≈8.4 times higher than that of conventional Zn‐Cu 2‐x Se batteries, representing an advanced development toward energetic AZBs.