Marko et al. show that elevated insulin in obese mice suppresses adipocyte IRF4, which governs fat versus muscle preservation during 5:2 intermittent fasting (IF) with or without caloric restriction. During an acute fast in humans, obesity and elevated insulin promoted lean mass loss in males but not females.