Tungiparha police Sub-Inspector Ikram Hossain said four unidentified men lured the children to a nearby village with the promise to buy them ice-cream and toys.
The assailants molested the children before leaving them at Patgati village, he said.
A local resident, Yasin Sheikh, found the victims and took them to police.