The police on Thursday took custody of BJP leader Dhirendra Pratap Singh who was arrested for allegedly shooting dead a man in Durjanpur village of the district during the allotment of a ration shop. A Ballia court had on Wednesday remanded the BJP leader in police custody for two days.