The frequency of HLA-B rare alleles was higher in individuals with severe COVID-19 (82.4%) regarding those with mild COVID-19 (54.2%; p = 0.0080; pc = 0.0400), but no significance in the comparison between mild and critical COVID-19 was achieved. The gene discussed is HLA-B; the disease is COVID-19.