https://www.fda.gov/food/food-safety...-2019-covid-19Q: Is the U.S. food supply safe?

Currently there is no evidence of food or food packaging being associated with transmission of COVID-19.

Unlike foodborne gastrointestinal (GI) viruses like norovirus and hepatitis A that often make people ill through contaminated food, SARS-CoV-2, which causes COVID-19, is a virus that causes respiratory illness. Foodborne exposure to this virus is not known to be a route of transmission.