Aqueous zinc ion batteries have been considered as the prominent candidate in the next‐generation batteries for its low cost, safety and high theoretical capacity. Nonetheless, formation of zinc dendrites and side reactions at the electrode/electrolyte interface during the zinc plating/stripping process affect the cycling reversibility of the zinc anode. Regulation of the zinc plating/stripping process and realizing a highly reversible zinc anode is a great challenge. Herein, we applied a simple and effective approach of controlled‐current zinc pre‐deposition at copper mesh. At the current density of 40 mA cm−2, where the electron/ion transfers are both continuous and balanced, the Zn@CM‐40 electrode with the (002) crystal plane orientation and the compactly aligned platelet morphology was successfully obtained. Compared with the zinc foil, the Zn@CM‐40 exhibits greatly enhanced reversibility in the repeated plating/stripping (850 h at 1 mA cm−2) for the symmetric battery test. A series of characterization techniques including electrochemical analyses, XRD, SEM and optical microscopy observation, were used to demonstrate the correlation between the structure of pre‐deposited zinc layer and the cycling stability. The COSMOL Multiphysics modeling demonstrates a more uniform electric field distribution in the Zn@CM than the zinc foil due to the aligned platelet morphology. Furthermore, the significant improvement is also achieved in a Zn||MnO2 full battery with a high capacity‐retention (87% vs 47.8%). This study demonstrates that controlled‐current electrodeposition represents an important strategy to regulate the crystal plane orientation and the morphology of the pre‐deposited zinc layer, hence leading to the highly reversible and dendrite‐free zinc anode for high‐performance zinc ion batteries.