By all accounts the virus is airborne and highly contagious. I think the first episode had planes spraying large populated areas just to make sure everyone was infected.

Plus he works/owns a self storage facility. I think it took ~30 days for everyone to get infected, and I have to imagine he was in contact with people within the past 30 days.

It’s possible, but seems unlikely to me.