A strong association between leucine and obesity has been well established; however, the role of leucine catabolic enzymes in adipose tissue remains largely unknown. Here, we show that knockdown of the leucine catabolic enzyme AU RNA binding methylglutaconyl-CoA hydratase (AUH) in brown adipocytes reduces thermogenesis, while AUH over-expression has the opposite effect both in vivo and in vitro. Mechanistically, AUH partially promotes uncoupling protein 1 (UCP1) expression through its metabolite 3-hydroxy-3-methylglutaryl coenzyme A (HMG-CoA). HMG-CoA directly HMGylates peroxisome proliferator-activated receptor gamma (PPARγ) on lysine 386, enhancing its transcriptional activity to increase UCP1 expression. In addition, AUH binds to and stabilizes Ucp1 mRNA via its RNA-binding function. Moreover, we discover that AUH promotes white adipose tissue browning; AUH expression in human white adipose tissue is inversely correlated with adiposity, and over-expression of AUH in adipose tissue protects mice against high-fat diet-induced obesity. Collectively, these results provide new insights into the crosstalk between amino acid metabolism and thermogenesis and identify a novel post-translational modification of PPARγ.