Highway 4 is blocked in both directions near Discovery Bay, according to the California Highway Patrol.
Police say the incident began as a pursuit out of the Sacramento area and ended at the Old River Bridge on Highway 4.
The driver of the car pursued by police jumped out and into the river, police said. He was later taken into police custody.
No other information was immediately available.