Ad Garcia was pulled over and arrested but he was able to slip out of his handcuffs, the affidavit states.
The suspect was also seen on surveillance video trading in the Elantra at a car dealership on Monday evening.
Investigators on Thursday conducted surveillance on Garcia in his new vehicle and began to follow him.