Emergency services including the Yorkshire Air Ambulance, police and fire crews were called to Tesco supermarket on Stuart Road at around 12.05pm.
A police spokesman said an elderly woman had been hit by a car that was believed to have been unoccupied.
He said: “It appears that no-one has been in the vehicle and it has rolled away and collided with a pensioner.
“She has life-threatening injuries.”