It happened shortly before 4 p.m. Sunday at Philadelphia International Airport.
Officials say the plane was about to take off when the cabin filled with light smoke.
The plane was turned around, and passengers were de-planed and put on another plane.
Officials say the plane was taken out of service.
The cause of the smoke is being investigated.