When leptin was included as a conditional factor in the BMI to COVID-19 severity MR model through MVMR, the direct effect of BMI (26 SNPs) on COVID-19 severity was no longer statistically significant (OR = 0.9839; 95% CI: 0.752–1.216). This evidence concerns the gene LEP and COVID-19.