Bidhuri, a four-time MLA, started his political career with the Akhil Bharatiya Vidyarthi Parishad, the student wing of RSS.
However, he has been with different political parties at different points in time. In 1993, he won the Assembly election on a Janata Dal ticket. He joined the Nationalist Congress Party in 2003.
Bidhuri, a leader from Gurjar community, joined BJP in 2012. In 2013, he entered the Assembly again on a BJP ticket. He lost in 2015, but was re-elected MLA in the 2020 Assembly elections.