Vaghela had represented Chaklasi Assembly constituency in Kheda district seven times. However, he was denied ticket by Congress in last year elections as his constituency ceased to exist post delimitation.
"Vaghela, along with his followers, joined BJP today and was welcomed by BJP leader Narhari Amin," BJP spokesperson Jagdish Bhavsar said.
Vaghela had contested as an Independent from Mahudha constituency in Kheda district but lost.
BJP is gearing up for elections to municipalities to be held on February 7.