HMM: Higher pollen count may increase risk for COVID-19, study says. Some doctors in my area have been speculating that the high pollen levels here may account for the relative non-severity of cases in the region. But of course, reducing the immune response might both make you more likely to catch it, and also less likely to get the deadly immune overreaction we see in severe cases.