The accident happened on the rail track near the Karwan Bazar kitchen market.
The accident took place when two trains were passing by the area from opposite directions, Abu Ahmed, a gateman of the rail crossing, was quoted by The Daily Star as saying.
Many pedestrians were on the rail track as the trains neared the point.