Our MR analyses implied that the protective causal effects of asthma on COVID-19 infection/severity were mediated by abnormal change of multiple immune-related cells, mainly including the CD4+ T cells, CD8+ T cells, the ratio of CD4+ T/CD8+ T and the monocyte cells in peripheral blood. This evidence concerns the gene CD8A and asthma.