The pursuit of anode materials capable of rapid and reversible potassium storage performance is a challenging yet fascinating target. Herein, a heterointerface engineering strategy is proposed to prepare a novel superstructure composed of amorphous/crystalline Re2Te5 anchored on MXene substrate (A/C‐Re2Te5/MXene) as an advanced anode for potassium‐ion batteries (KIBs). The A/C‐Re2Te5/MXene anode exhibits outstanding reversible capacity (350.4 mAh g−1 after 200 cycles at 0.2 A g−1), excellent rate capability (162.5 mAh g−1 at 20 A g−1), remarkable long‐term cycling capability (186.1 mAh g−1 at 5 A g−1 over 5000 cycles), and reliable operation in flexible full KIBs, outperforming state‐of‐the‐art metal chalcogenides‐based devices. Experimental and theoretical investigations attribute this high performance to the synergistic effect of the A/C‐Re2Te5 with a built‐in electric field and the elastic MXene, enabling improved pseudocapacitive contribution, accelerated charge transfer behavior, and high K+ ion adsorption/diffusion ability. Meanwhile, a combination of intercalation and conversion reactions mechanism is observed within A/C‐Re2Te5/MXene. This work offers a new approach for developing metal tellurides‐ and MXene‐based anodes for achieving stable cyclability and fast‐charging KIBs.