A multivariate logistic regression model revealed that CLOCK rs4864548 A-allele carriage was a strong risk factor for obesity (OR 2.05, 95% CI 1.07–3.93, p = 0.029); on the other hand, greater adherence to Mediterranean diet (OR 0.80, 95% CI 0.65–0.98, p = 0.038) and higher HDL levels (OR 0.96, 95% CI 0.94–0.99, p = 0.021) were related to a reduced risk of obesity. Here, CLOCK is linked to obesity due to melanocortin 4 receptor deficiency.