Low‐dimensional perovskites afford improved stability against moisture, heat, and ionic migration. However, the low dimensionality typically results in a wide bandgap and strong electron–phonon coupling, which is undesirable for optoelectronic applications. Herein, semiconducting A‐site organic cation engineering by electron‐acceptor bipyridine (bpy) cations (2,2'‐bpy2+ and 4,4'‐bpy2+) is employed to optimize band structure in low‐dimensional perovskites. Benefiting from the merits of lower lowest unoccupied molecular orbital (LUMO) energy for 4,4'‐bpy2+ cation, the corresponding (4,4'‐bpy)PbI4 is endowed with a smaller bandgap (1.44 eV) than the (CH3NH3)PbI3 (1.57 eV) benchmark. Encouragingly, an intramolecular type II band alignment formation between inorganic Pb‐I octahedron anions and bpy2+ cations favors photogenerated electron–hole pairs separation. In addition, a shortening distance between inorganic Pb‐I octahedral chains in (4,4'‐bpy)PbI4 single crystal (SC) can effectively promote carrier transfer. As a result, a self‐powered photodetector based on (4,4'‐bpy)PbI4 SC exhibits 131 folds higher on/off ratio (3807) than the counterpart of (2,2'‐bpy)2Pb3I10 SC (29). The presented result provides an effective strategy for exporting novel organic cation‐based low‐dimensional perovskite SC for high‐performance optoelectronic devices.