Abstract Metallene is considered as an emerging family of electrocatalysts due to its atomically layered structure and unique surface stress. Here we propose a strategy to modulate the Bader charge transfer (BCT) between Pd surface and oxygenated intermediates via p ‐ d electronic interaction by introducing single‐atom p ‐block metal (M=In, Sn, Pb, Bi) into Pd metallene nanosheets towards efficient oxygen reduction reaction (ORR). X‐ray absorption and photoelectron spectroscopy suggests that doping p ‐block metals could facilitate electron transfer to Pd sites and thus downshift the d ‐band center of Pd and weaken the adsorption energy of O intermediates. Among them, the developed Bi−Pd metallene shows extraordinarily high ORR mass activity of 11.34 A mg Pd −1 and 0.86 A mg Pd −1 at 0.9 V and 0.95 V in alkaline solution, respectively, representing the best Pd‐based ORR electrocatalysts ever reported. In the cathode of a Zinc‐air battery, Bi−Pd metallene could achieve an open‐circuit voltage of 1.546 V and keep stable for 760 h at 10 mA cm −2 . Theoretical calculations suggest that the BCT between Pd surface and *OO intermediates greatly affects the bond length between them ( d Pd‐*OO ) and Bi doping could appropriately reduce the amount of BCT and stretch the d Pd‐*OO, thus enhancing the ORR activity.