The presence of a combination of HLA-Bw4 and KIR3DL1 lowered the risk of developing severe COVID-19 by 58.8% (OR = 0.412, 95% CI = 0.165–0.904, p = 0.02). The gene discussed is KIR3DL1; the disease is COVID-19.