Solution‐processed composite hole injection interfacial layer (HIL) of MoOx‐doped graphene oxide (GO + MoOx) is facilely fabricated. Using GO + MoOx HIL, we demonstrate highly efficient tris(8‐hydroxy‐quinolinato)aluminum‐based organic light‐emitting diodes with maximum luminous efficiency of 8.6 cd A−1, power efficiency of 5.7 lm W−1, and external quantum efficiency of 3.5%, which have been enhanced by 41.0% (75.5%), 39.0% (96.6%), and 40.0% (75.0%), respectively, in comparison with the counterpart using simple HIL of MoOx (GO). Atomic force microscopy and X‐ray/ultraviolet photoelectron spectroscopy measurements show GO + MoOx behaving superior film morphology and extra electronic properties such as enhanced surface work function. Current–voltage characteristics and impedance spectroscopy of hole only cells elucidate that GO + MoOx substantially promotes hole injection and thus accounts for excellent device performance. Our results pave a way for advancing organic electronic devices with solution process as well as boosting GO application.