Vaghela had earlier joined the BJP in July 2018 but resigned from the party in October that year. Most of Vaghela's supporters, who were in the Congress had shifted sides to the BJP following the Rajya Sabha elections in 2017 after voting for the BJP candidates. Vaghela, against his father's wishes, joined the BJP later only to tender resignation within three months.