The crime was reported along Central Avenue and Second Street at around 8 p.m. Monday.
Officials say the pair then boarded the train at the Little Tokyo/Arts District Station, and rode away.
The Metro Gold Line Eastside Extension opened to the public Sunday.
City News Service contributed to this story.