Union Minister Narayan Rane was on Tuesday arrested and taken into custody by the police at Sangameshwar in Ratnagiri district of Maharashtra for his statement on Monday that he would have slapped State Chief Minister Uddhav Thackeray for forgetting the year India got freedom during his Independence Day speech.