Paul Brennan was arrested by officers at a border checkpoint in southern Texas on Monday night.
The US Border Patrol said Brennan was now in custody and was awaiting deportation.
It said he had been serving a 23-year prison sentence in Northern Ireland on charges of possessing a bomb and a firearm.