In addition to their independent effects regulating metabolism, in the present study, we uncovered that FGF21 and GDF15 act synergistically to improve glucose homeostasis and promote resistance to diet‐induced obesity. This evidence concerns the gene FGF21 and obesity due to melanocortin 4 receptor deficiency.