It started at Veterans Memorial when deputy constables tried to pull over the driver just before 1 a.m. for a traffic violation.
The driver refused to stop and took off on the tollway and eventually exited Westpark, where he crashed.
He was taken into custody and to a hospital for minor injuries.
There's no word on what charges he may face.