"I ordered the flags of the White House to be lowered," Biden said in a statement.
He noted that he receives information about the incident from the national security adviser.
Earlier, the American police said that an unknown person drove a car into a checkpoint near the Capitol.
One policeman was killed, one was injured.
The suspect passed away.