The plane then crashed into the Potomac River, officials said, and boats and divers are searching the water for survivors.
The Bombardier CRJ700 regional jet - carrying 60 passengers and four crew members - collided with the helicopter as it was approaching the runway at around 21:00 EST (02:00 GMT) on Wednesday.
The plane was coming from Wichita, Kansas, according to the airline.