Remove credit card from google wallet, will it affect purchased apps?
Of course not. The only way the would be affected is if they were still pending purchases. 
I have removed a card previously and all my apps were still intact.

Your purchases are linked to your account, not to your cards.
However common sense still applies. If you have in-app subscriptions set up on the card that you've removed, than the next charge will fail.