Ramji (12), Mahesh (11) and Anshik (10) drowned when they slipped into deep water while taking bath in Yamuna river in Harinagar locality, they said.
Two other children Mangal Singh and Rohit were rescued and admitted to the hospital.
Efforts are on to fish out their bodies, they said.