Sonia Gandhi's rally will take place Sunday at Ajmal Khan Park in Karol Bagh in the New Delhi parliamentary constituency represented by Ajay Maken.
Sharma also said Wednesday's rally of BJP's prime ministerial candidate Narendra Modi in the capital was a "flop show".
He said 35,000 to 40,000 Congress workers will be present at the rally.