District Magistrate Ghulam Ali Ansari said the three dead were in the age group of 19 to 39 years.
The boat disaster took place when a group of 12 people were on their way to a village in neighbouring Jharkhand from Raghunathpur block last night.
Police said eight of them swam ashore.