The Janata Dal (United) will elect a new leader, party chief Sharad Yadav said today, a day after Nitish Kumar resigned as the Chief Minister of Bihar. Mr Kumar had stepped down from the top post yesterday after taking moral responsibility for the ruling party's debacle in the Lok Sabha elections.