Our MR analysis robustly demonstrates that elevated circulating GDF-15 levels causally promote the development of NAFLD, with no evidence of reverse causality found in bidirectional MR analyses. Here, GDF15 is linked to metabolic dysfunction-associated steatotic liver disease.