Tuning the fracture evolution to resist crack propagation by engineering microstructures is effective for enhancing the toughness of metals. However, many microstructures produced through existing traditional technologies cannot overcome the dilemma known as the strength-toughness trade-off in metals. Here, we report a plastically heterogeneity-driven fracture manner affected by the unique microstructures in additive manufactured (AM) 316L stainless steels that endows a superior combination of strength and toughness, surpassing the conventional 316L steels. The good toughness is due to the natural heterogeneous microstructural arrangement of coarse-grain (CG) and fine-grain (FG) zones in the AM steel. Plasticity is typically initiated within FG zones with a larger fraction of high-angle grain boundaries (HAGBs). In contrast, the CG zones are less susceptible to plasticity localization before the full strain hardening capacity of the FG zones is exploited. It results in strong strain/stress partitioning and regional hardening processes, providing mesoscale soft-hard barriers to crack propagation. In addition, the low-angle grain boundaries (LAGBs) and dislocation cells at the microscale are demonstrated to strengthen the matrix uniformly without introducing stress concentration and damage incidents detrimentalto toughness. This work demonstrates the extensive engineering application prospect of AM steels and the potential of the line-by-line or layer-by-layer build strategies for developing more fracture tolerate AM steels.