Criminals and un-hinged people don't necessarily have to pass background checks. Or wait three days, etc.
The nut job in Connecticut stole his weapons from his mother, who I understand, lawfully obtained and owned them.
Regarding guns themselves, what I believe is it wasn't what was in his...