The cathode catalyst for lithium‐air (Li‐air) batteries has a critical effect on battery performance. In this study, a two‐dimensional (2D) boron and nitrogen dual‐doped graphite carbon (BNC) catalyst prepared through a carbonization process was studied as a highly active electrocatalyst in Li‐air batteries. BNC offered high contents of boron and nitrogen as well as a graphene‐like structure. When employed as the catalyst for Li‐air batteries, it demonstrated good electrochemical performance, in terms of superior discharge capacity, low voltage gap, and long‐term stability. The as‐prepared special structure of BNC promoted the formation and diffusion of superoxide O2− and, meanwhile, reduced the oxygen release barrier by improving the charge transfer of oxygen ions.