1) Not really. They have a "half-breed" that not many people like and who's already been deep in it. Who's going to defend him apart from Dumbledore? Fudge would rather want to only fight Dumbledore, not Dumbledore + parents + other teachers.
2) they may not have known, but most importantly they didn't care