The incident happened late Saturday night near 2nd and G streets. Video from the scene shows a pickup truck that slammed into a tree.
Police took two men into custody, and several others were taken to the hospital.
Additional details about the alleged street takeover, including how many cars were involved and what caused the crash, were not available.