In this paper, we proposed that individuals with leptin deficiency-linked immunosuppression due to malnutrition are not at higher risk of developing severe COVID-19 compared to healthy, well-nourished individuals with physiologically “normal” leptin levels. This evidence concerns the gene LEP and COVID-19.