The rest of the passengers were either rescued or swam to safety, official sources said.
The country boat was traveling from Kampur Dhing Ghat to Jamunamukh Bazar, the sources said, adding that locals helped in the rescue operation.
A search operation has been launched for tracing the three missing passengers, they added.