The victim was able to call 911, and police caught up with the car in Glendale, at the intersection of West Colorado Street and Pacific Avenue.
Both suspects were taken into custody. Officials said the kidnapping attempt lasted for approximately 90 minutes.
The victim was apparently hit several times but did not suffer any serious injuries, said police.
Police said the incident appears to be drug-related.
City News Service contributed to this report.