The case traces back to 2004 when Balesh, then 40-year-old, allegedly murdered his brother-in-law, Rajesh, also known as Khushiram, in the Bawana area of Delhi. The motive behind the killing was reportedly a financial dispute, and it was later revealed that Balesh was engaged in an illicit relationship with Rajesh's wife.