Maharashtra Home Minister Anil Deshmukh resigned from the post on Monday after the Bombay High Court passed a judgment allowing Central Bureau of Investigation (CBI) to conduct a preliminary enquiry into the allegations of malpractices levelled against Deshmukh by former Commissioner of Mumbai Police Param Bir Singh.