Collectively, our finding that influenza‐induced OX40L expression on expanded bronchiolar progenitors for antiviral host defense paradoxically exacerbates the influenza virus infection may provide key insights for an innovative therapeutic strategy for severe influenza infection. Here, TNFSF4 is linked to influenza.