In this work, a novel high entropy hydroxide NiCoMoMnZn‐layered double hydroxide(LDH) is synthesized as an electrode material for supercapacitors using a novel template re‐etching method to promote the energy density. As a positive electrode material for supercapacitors, NiCoMoMnZn‐LDH has the advantage of a uniform distribution of elements, high specific surface area, porous and stable structure. More importantly, the specific capacitance can reach 1810.2 F g−1 at the current density of 0.5 A g−1, and the NiCoMoMnZn‐LDH//AC HSC assembled from the material has an energy density of up to 62.1 Wh kg−1 at a power density of 475 W kg−1. Moreover, the influence of different compositions on their morphological, structural, and electrochemical properties is investigated based on the characterization results. Then, the synergistic mechanism among the components of the high entropy NiCoMoMnZn‐LDH is revealed in detail by DFT calculations. In addition, the synthesis strategy proposed in this work for high‐entropy hydroxides exhibits universality. Experimental results show that the proposed strategy successfully avoids not only phase separation and element aggregation in the formation of high entropy materials, but also reduces structural distortion, which is beneficial for efficient and large‐scale synthesis of high entropy hydroxides.