Earlier, his bail plea was dismissed by the court and he was remanded in judicial custody till July 11.
In his bail plea, Mohaniya said he is a sitting legislator and would not flee from justice. He also said that he has been falsely implicated.
Delhi Police has booked him on charges of misbehaviour, manhandling and touching a woman inappropriately.
Mohaniya was arrested on Saturday following a complaint filed by a woman who visited his office-cum-residence with others to complain about irregular water supply.