They probably would have let it slide if the President were from Seoul National University

There is no way they didn't know until now.
Due to pressure from prosecutors, judges, and politicians who are all from SNU,
the police knew but couldn't investigate,
but now that an SNU-educated President is going to prison, it seems they are finally starting to bite.