Compared with the large variety of solid gold nanostructures, synthetic approaches of their hollow counterparts are limited, largely confined to chemical and irradiation-based etching of preformed nanostructures. In particular, the preparation of through nanopore structure is extremely challenging. Here, we report a unique strategy for direct synthesis of gold nanopores in solution without the need of sacrificial templates and post-synthesis processing. By controlling the degree of crystal screw dislocation, a single through pore with diameter ranging from sub-nanometers to tens of nanometers in the center of large gold nanoplates can be engineered with precision. Ionic current rectification behaviors were observed using the gold nanopore, potentially enabling new capabilities in biosensing, sequencing, and imaging.