Police say they stole a box truck from a flea market next door then used it to knock down the gates to the dealership.
Missouri Highway Patrol officers were able to follow the thieves, one in the stolen car and the other on a motorcycle. The man on the motorcycle was caught in St. Ann.
The other driver abandoned the car on Bryan Road and ran into the woods.
Police called in search dogs to look for him.