According to the party official, Singh had spent "three months in jail last year in a case of fake currency circulation".
The party told him it was cancelling his nomination, and Singh agreed to it.
Rakhi Birla, who was the youngest minister in the Arvind Kejriwal government, will be fielded from the seat, a party leader told IANS.