The suspect was arrested after the train stopped in Arras, 115 miles (185 kilometers north of Paris, Interior Ministry spokesman Pierre-Henri Brandet said on French television BFM. Passengers were evacuated and police have secured the area.
Investigators from France's special anti-terror police are leading the investigation, a spokeswoman for the Paris prosecutor's office said.