This trial will use blood stem cells obtained from the placenta to generate natural killer (NK) cells, a type of white blood cell that is a vital part of the immune system, and administer them to patients with COVID-19. NK cells play an important role in defense against cancer and in fighting off viral infections. The goal is to administer these cells to locate the active sites of COVID-19 infection and destroy the virus-infected cells.