(3) Results: High-fat diet (HFD)-induced obesity significantly decreased relative testes and epididymis weights, sperm count and motility, and testosterone levels but increased leptin and estradiol levels. This evidence concerns the gene LEP and obesity due to melanocortin 4 receptor deficiency.