If you applied for a credit card and then discovered huge fees in the fine print and you have not used the card can you return it and cancel the account without paying the fee?

Probably not, but there's no harm in trying. The state of Virginia is one of many states involved in a lawsuit against Capitol One for using such tactics as a way to charge consumer's exorbitant user fees and penalties.