Bhuria was elected to the Lok Sabha in 1998, 1999 and 2004 from Jhabua constituency in Madhya Pradesh and in 2009 from Ratlam. He lost 2014 General Election from Ratlam but won the by-poll in 2015. He lost in 2019 General Election again, but was elected to Madhya Pradesh Vidhan Sabha later in 2019 when he won a by-poll in Jhabua (Vidhan Sabha constituency).[3]