Police said that the victims went deep inside the river Ganga while taking bath and died in Singhma village under the Matihani police station.
The deceased have been identified as Sonu Kumar (20), Monu Kumar (16) and Ranjeet Kumar (15), the police said.
The three bodies were recovered with the help of local divers, police said adding they have been handed over to the families for last rites.