The children were playing at a pond near their village Ramaupur and were returning back to their homes when they met with the accident under Sayyedraja Police Station area last night.
One injured was rushed to the district government hospital, police said.
The deceased were identified as Anil (15), Sonu (10) and Chotu (12) and the bodies have been sent for postmortem, they added.