The offence is denying a goal scoring opportunity. The opportunity hasn't been denied so no red card.
Doesn't quite work that way, you can give advantage anywhere on the pitch and go back and book or send someone off, but when its the GK and advantage is played it never happens.
Its like an unwritten rule, just very odd.
Be a bit hard to deny a clear goalscoring opportunity elsewhere on the pitch mind.