Madan Bhaiya was born to Bhuleram Kasana, a lawyer and patwari by profession, and Hoshyari Devi on 11 September 1959, in Jawli, Ghaziabad, Uttar Pradesh.

Bhaiya only sought permission from the Election Commission of India, not the Uttar Pradesh Police, but the car was eventually delivered to him.

[7] Madan Bhaiya lives in a heavily guarded[9] farmhouse in his native village of Sharfuddinpur, Jawli, Ghaziabad with his family.

[8] Madan Bhaiya unsuccessfully contested the Uttar Pradesh Legislative Assembly election from Khekada constituency for the first time in 1989, as an independent candidate while in jail.

Around 2,000 to 3,000 of his supporters surrounded the police convoy when it was leaving the jail, which caused it to be stuck for more than half an hour, leading to a tense situation.

Four months after an unsuccessful bid to murder him at his farmhouse in September 2001, he again contested as an independent candidate from Khekada in the 2002 election, winning by a large margin.

After delimitation, Bhaiya contested from the Loni constituency, but lost to the Bahujan Samaj Party candidate in the 2012 election.

Bhaiya won for the fifth time as an MLA in the 2022 by-election of Khatauli Assembly constituency, which was prompted by the incumbent Vikram Singh Saini being disqualified due to charges related to the 2013 Muzaffarnagar riots.

[15] Later when villagers and people nearby heard the gunshots and saw the four men fleeing the spot, they chased them and killed all of them by beating them with their bare hands and sticks.

[citation needed] To de-escalate the situation, Uttar Pradesh CM Rajnath Singh telephoned Bhaiya and requested he make a public appearance, ask his supporters not to believe the rumors of his death, and for there to be peace.

[1] Madan Bhaiya ran an independent organisation named Azad Sena to represent and work for the people of the Gurjar and Jaat castes.

[19] Bhaiya also celebrates International Gurjar Day on 22 March with thousands of his supporters by organising a rally in his native area.