The Delhi High Court on Friday rejected the petition filed by Aam Aadmi Party (AAP) Member of Parliament Sanjay Singh challenging his arrest by the Enforcement Directorate (ED) and his subsequent remand in the money laundering case related to the Delhi Excise Policy scam case.