Despite similar infection rates due to COVID-19 (SARS CoV-2) between men and women, male patients have twice the mortality rate across older age groups compared with women. Studies from China, Germany, and Italy suggest that there is a severe primary hypogonadism associated with acute infection and that the more severe the drop in testosterone, the higher the mortality. The co-morbidities associated with increased mortality, namely age, obesity, type 2 diabetes, chronic obstructive pulmonary disease, and chronic kidney disease are all associated with lower rates of testosterone in the general population. Longitudinal studies of testosterone therapy in these conditions have shown reduced all cause mortality. These findings suggest that screening for low testosterone and treating low levels might reduce all-cause mortality including COVID-19. Paradoxically, some observational studies in prostate cancer patients have reported lower mortality rates in those receiving androgen deprivation therapy (ADT). This has led to studies of ADT to reduce mortality associated with COVID-19 infection and suggestions that testosterone replacement therapy (TRT) should be stopped. This seems ill advised as recent publications suggest that TRT can reverse progression to type 2 diabetes and even lead to complete regression, as well as reducing all-cause mortality. In contrast, ADT has been repeatedly shown to have adverse cardio-metabolic effects with increased rates of depression, suicide and reduced quality of life. We also suggest a potentially important role for daily PDE5 inhibitors based on their established beneficial effect on endothelial dysfunction, pulmonary hypertension, insulin resistance, inflammation and cellular apoptosis.