Comedian Bharti Singh and her husband Limbachiyaa were remanded to judicial custody today by a Magistrate at Esplanade Court, Mumbai till December 4 after their arrest yesterday by the Narcotics Control Bureau (NCB) for allegedly being in possession of drugs.