Three pyrene‐4,5,9,10‐tetraone‐based porous aromatic frameworks (PT‐PAFs) are synthesized and their photocatalytic properties for H2O2 production of are studied. It is found that the combination of pyrene‐4,5,9,10‐tetraone with anthraquinone afford an efficient PT‐PAF photocatalyst (PAF‐371) for H2O2 production, which achieves production rates of 3791 μmol g‐1 h‐1 (with sacrificial agent) and 923 μmol g‐1 h‐1 (no sacrificial agent) from water and oxygen under visible light irradiation. This work demonstrates that pyrene‐4,5,9,10‐tetraone molecule could be introduced into PAF materials to construct efficient organic semiconductor photocatalysts for H2O2 production.