The sheriff's office said it was initially called out about 7:30 p.m. for a domestic dispute on Ranch Drive near Mount Olive.
During the investigation, one of the people involved got away from deputies, jumped into a patrol car and took off.
Deputies then chased the suspect and stopped them using a PIT (precision immobilization technique) maneuver on the West Main Street Extension.
No one was hurt.
The suspect was arrested and faces a "slew of charges," the sheriff's office said.