Mitchell says Caffey had claimed to the child's father, and told relatives and police he wouldn't be bringing her back. Officers said he was headed for Shreveport, La., with the girl.
A dispatcher said authorities found the two in Paris, Texas, about 4 p.m. and arrested Caffey on a child stealing complaint.
He is being held at the Lamar County jail in Texas on $50,000 bail.
