He may be pardoned, but he would still be kicked out of office if impeached. It won’t happen, of course. We need a congress controlled by moral people to do that.
Unless Congress makes moves to confiscate his ill-begotten wealth, I don’t think that matters to an 80 year old man who will probably enter a nursing home the moment he is removed.