Kushwaha took the membership of the party in the presence of Congress National President Mallikarjun Kharge in Madhya Pradesh's Gwalior district on Tuesday.
According to Congress leaders, Patel led a convoy of over 800 vehicles with his supporters from his hometown Jawad in Neemuch to the party office in the state capital Bhopal.