Thornton signed a contract with the Falcons on Tuesday, Alex Marvez of SportingNews.com reports.
Thornton spent the entirety of last season on injured reserve due to an ankle injury. Although he's struggled with injuries throughout his professional career, the 25-year-old will look to secure a reserve spot on Atlanta's offensive line.