The BJP leader has been identified as Shiv Kumar.
He was inside his car when the incident took place at around 4:00 pm in the Bisrakh area.
Kumar's car lost balance and hit a divider after shots were fired.
According to reports, besides the minister and the security guard, there were two more people in the car.
The bodies have been sent for postmortem.
Further investigation is on. (ANI)