The incident occured on Sunday when the three accused took away the minor, raped her and left her in an unconscious state near Gapi village, they said.
The victim's family has filed a complaint saying that three motorcycle-borne youths - Abhimanyu Turha, Umesh Turha and one other- are responsible for the act, police said.
An FIR was lodged on the basis of the compalaint and Abhimanyu and Umesh were arrested today, they said, adding that one accused, who hails from Bihar, is still absconding.