The three local leaders identified as Khalil Patel, Nawab Patel and Ibrish Bagwan were arrested at Majalgaon on Wednesday after the girl's mother filed a complaint with Itwara police station in Nanded, the police officer said.
Nawab Patel is reportedly a former Nanded city unit president of the NCP, Bagwan is Majalgaon taluka president of the AIMIM. Khalil Patel is a former councillor.
Police said the girl was raped at Islamia Arabia seminary in Deglur Naka, Nanded, a few days ago. Many girl students from Marathwada region pursue studies at the madrassa.
SIT head Sunita Borgaonkar said more complaints could be filed against the accused. "Police have seized documents from the madrassa and teams have fanned out to trace the cleric," she said.
Farooqui had allegedly approached the girl's mother in Majalgaon to settle the matter, but was thrashed by local youth.