Highlights • Severe COVID-19 patients display immune dysregulation or macrophage activation syndrome • Severe respiratory failure is associated with a major decrease of HLA-DR on CD14 monocytes • CD4 cell and NK cell cytopenias are characteristics of severe COVID-19 • IL-6 blocker Tocilizumab partially rescues SARS-CoV-2-associated immune dysregulation