Police rescued two minor girls from the town's railway station on Friday afternoon and look them to safe custody.
The rescued children were identified as Jesmin, 7, and Bonna Akter, 8.
They could not give their address, but informed police the names of their fathers as Nabir Hossain and Aktar Mia. Police also recovered two schoolbags from them.
The rescued children informed police that they were students of a school located at Uttara in Dhaka and came to Dinajpur by an intercity train.
They said that they fled from schools as their teachers often punish them at classes.