Claussnitzer et al. show that FTO obesity risk variants cell-autonomously and dynamically modulate mitochondrial activity of human white adipose tissue, a cellular phenotype consistent with obesity. The gene discussed is FTO; the disease is obesity due to melanocortin 4 receptor deficiency.