Here, we show that circulating GDF15 levels are elevated 5-fold in individuals with alcohol dependence, identify a rare loss-of-function variant in the GDF15 receptor gene GFRAL associated with approximately 2.6 additional UK alcohol units (~21 g ethanol) per week, and demonstrate that recombinant GDF15 reduces alcohol drinking in mice. Here, GFRAL is linked to alcohol dependence.