This is a clear demonstration of productive SARS-CoV-2 infection of primary human macrophages and a direct association between natural infection of these cells and production of the pro-inflammatory cytokines characteristic of severe COVID-19 (CXCL9 and −10, IFNα, IL-6 and TNFα). Here, CXCL9 is linked to COVID-19.