In this article, we discuss the recent observation by Augusto et al. made using a novel mobile phone application-based COVID-19 Citizen Science Study that an HLA genetic variant, HLA-B*15:01, is associated with asymptomatic SARS-CoV-2 infection. To explain this association, Augusto et al. describe a cross-reactive memory CD8+ T-cell response in HLA-B*15:01+ SARS-CoV-2 unexposed individuals that retains high avidity for two structurally conserved epitopes found in SARS-CoV-2 and seasonal coronavirus strains. These observations provide an insight into potential molecular determinants that facilitate rapid, early clearance of virus.