Pathak joined the party in the presence of BJP President Amit Shah.
He was elected in 2008 to the Rajya Sabha from Uttar Pradesh as a member of the Bahujan Samaj Party (BSP).
Pathak also represented Unnao constituency in Uttar Pradesh in the 14th Lok Sabha (2004-09) as BSP member.