I don't have anything to back this up, but it probably can be written off as the apartment being in some stereotypical bad neighbourhood, where no one calls the police even if there's a shooting.
Or maybe it's a use of the TV trope Police are uselessPolice are useless, since the story would take a boring turn if the cops turned up within 10 minutes and arrested everyone.