It made landfall at noon local time (06:00 GMT) on Saturday, causing floods, landslides and submerging homes.
The storm system has since weakened but heavy rainfall is continuing.
Low-lying Bangladesh is especially vulnerable to flooding and has seen frequent deadly cyclones.