Together, our findings demonstrate that adipocyte <i>Lep</i> expression is dynamically regulated by depot-specific epigenetic mechanisms that become dysregulated in obesity and resist reversal by weight loss, providing a unifying molecular mechanism for depot-specific <i>Lep</i> expression differences in a state of obesity. Here, LEP is linked to obesity due to melanocortin 4 receptor deficiency.