ABSTRACT Achieving stable Zn‐ion batteries operating under high charging–discharging rates and a high depth of discharge (DOD) remains challenging due to intensified dendrite growth and side reaction. This work introduces a novel hygroscopic vanadium metal–organic framework (V‐MOF) as a multifunctional protective layer to achieve an outstanding Zn anode. The as‐fabricated battery can remain stable and high performance with high DOD of 85.5% and fast discharging rate of 50 mAh/cm 2 . The hygroscopic V‐MOF nature removes solvated shells and captures water as bonded/iced water within its structure, significantly suppressing side reactions. In addition, the V‐MOF coating optimized the electrical field, inhibited the cracks, and reduced the Zn dendrite formation even at a high rate of 50 mAh/cm 2 , due to the construction of electrolyte‐philic and smooth surface. Consequently, the hygroscopic Zn/V‐MOF symmetrical cells achieve exceptional performance over 1000 h under 50 mA/cm 2 (50 mAh/cm 2 ) with 85.5% DOD. The Zn/V‐MOF||V 2 O 3 /NC cell shows a capacity of 267 mAh/g at 0.5 A/g with excellent rate capability (100 mAh/g @20 A/g). In addition, it achieves an outstanding lifetime over 3300 cycles @ 5 A/g. The results at high rates with high DOD highlight the magnificent potential of hygroscopic V‐MOF to achieve outstanding Zn anode and large‐scale aqueous batteries.