Rathore had allegedly been absconding since the registration of the FIR. His arrest came a day after the Allahabad HC rejected his petition for anticipatory bail.
The victim, Harbilas Singh Rajjumajra, was travelling with two companions, Puneet and Gugal, in their car on Friday evening when the attack took place.