The explosion took place near lifestyle retail chain Aarong's Moghbazar showroom, causing massive damage to several vehicles and surrounding buildings.
Windows of four moving buses were damaged due to the explosion, wounding dozens of passengers on board, officials said.
The death toll is expected to rise as the search and rescue operations are still underway.
The cause of the explosion is yet to be determined by the authorities.