Emergency services inspected a car before its removal from Otago Harbour on Tuesday.
The vehicle left Portobello Rd near Rosehill Rd, Macandrew Bay, at about 7pm.
A police spokeswoman said the occupants extracted themselves from the car. Two were taken to hospital.
It was not clear whether they had been injured.
