The cul-de-sac remained closed into Thursday, with police patrolling the surrounding streets.
Residents in the area said they were shocked by the incident, but did not know what had happened – only several police cars were there on Wednesday afternoon and a car was later taken away by a tow truck.
DCI Andrew Knowles, senior investigating officer, said there was a large police cordon in place and officers are “conducting CCTV and house-to-house enquiries”.
“We’ll be patrolling throughout the night to offer reassurance and to speak to anyone who may hold information or feel concerned,” he added.
Anyone with information, CCTV, doorbell, or dashcam footage that could assist the investigation is asked to contact police or Crimestoppers.