Four people were injured, three seriously, but all were conscious, said public broadcaster NHK, which aired video images of flames through the windows of the shattered second floor of the building in the Shinbashi area of the Japanese capital.
The cause of the blast was not immediately clear but witnesses said they had smelled gas before the explosion.
The blast took place in an area near a railway station that is packed with bars and restaurants popular with office workers.