Lead-free halide double perovskites (LFDPs) arouse great interest as environmentally friendly substitutes to the state-of-the-art lead halide perovskites. However, most halide LFDPs feature large bandgaps that afford weak visible-light absorption. Herein, we synthesized and systemically studied the single-crystallographic, physical−chemical, band structural, and electronic properties of a series of multidimensional Au-based lead-free hybrid polymorphs, 7,8,9). Among these twodimensional (2D) perovskite-related and zero-dimensional nonperovskite polymorphs, we found an abnormal variation of structural dimensionality with increasing the size of A-site cations. These polymorphs displayed ultrabroad absorption ranges (200− 1300 nm) and tunable low indirect bandgaps (0.93−1.18 eV). Combined single-crystallography and Hall effect measurements demonstrate that the I 3 − conduces to the formation of 2D perovskite structures related by connecting with the (AuI 4 ) − sheets and also the charge transport properties. Consequently, [NH 3 (CH 2 ) 5 NH 3 ][(AuI 4 )I 3 ] and [NH 3 (CH 2 ) 8 NH 3 ] 2 [(AuI 4 )(AuI 2 )(I 3 ) 2 ] showed high spectroscopic limited maximum efficiencies of 28.4 and 20.5%, respectively, with a film thickness of 500 nm. Our findings bring the Au-based polymorphs to the forefront of study on lead-free low-bandgap perovskites for optoelectronics and reveal the unique rule of dimensionality engineering in such materials.