On Thursday evening, officers responded to BB&T to investigate two individuals acting suspicious.
Both left after officers arrived, Captain Tommy Parker said in a statement.
They left in a white Nissan displaying North Carolina tag CEB-4344.
The driver committed several violations and decided to stop the vehicle.
The driver pulled into a driveway and waited for the officer to approach. As the officer approached, the driver sped off into a yard and headed north on Highway 258.
The operator of the vehicle made several attempts to elude officers by turning around during the chase.
Officers continued the pursuit into the county and lost the vehicle at the intersection of Bakers School and Shields Commissary roads.
Local residents reported the vehicle and suspects were last seen leaving from the Ventosa Road area.
The Halifax County Sheriff’s Office assisted.
Parker, who could not immediately be reached for further comment, said in the statement anyone with information is encouraged to call the police department at 252-826-4112 or their local law enforcement agency.