"[There are] heaps of cops coming to house...wow this is intense...can hear some poor chick screaming and crying," he said on Facebook.
He then saw police dog squads and an ambulance arrive before other officer sped away in patrol cars. The property was later "taped off" and road blocks stopping traffic enter parts of the street.
A St John spokeswoman said paramedics were called to the scene but the patient was deceased on arrival.
Police said in a statement that one person was taken into custody and several people were assisting with inquiries.
No further information about the incident would be released until the morning, said a Police spokeswoman.