AbstractTypical organic semiconductors show a high trap density of states (1016–1018 cm−3), providing a large number of centers for charge‐carrier recombination, thus hindering the development of photocatalytic hydrogen evolution. Here, we design and synthesize a two‐dimensional polycyclic photovoltaic material, named as TPP, to reduce the trap density to as low as 2.3×1015 cm−3, which is 1–3 orders of magnitude lower than those of typical organic semiconductors. Moreover, TPP exhibits a broad and strong absorption, ordered molecular packing with a large crystalline coherence length and enhanced electron mobility. Then, the bulk heterojunction nanoparticles (BHJ‐NPs) based on a blend of polymer donor (PM6) and TPP exhibit an average hydrogen evolution rate (HER) of 64.31 mmol h−1 g−1under AM1.5G sunlight (100 mW cm−2), and 72.75 mmol h−1 g−1under 330–1100 nm illumination (198 mW cm−2) higher than that of the control NPs based on typical PM6 : Y6 (62.67 mmol h−1 g−1).