Joshi's speech was about the law and order situation in Uttar Pradesh and the increasing number of rapes in the state.
She was one of the party leaders arrested by the Meerut range police on 11 May 2011 from the Bhatta Parsaul village of western Uttar Pradesh along with the fellow leaders Rahul Gandhi and Digvijay Singh.