He's already retiring in 2022. There will never be enough votes in the Senate to expel him. And he could rightly reason that the coronavirus news cycle is so chaotic people will forget about it by next week.
If not, THEN he can resign, and his appointed GOP replacement can stay on until the regularly scheduled race in 2022.