Police constable Kokendra Gurung and motorcyclist Ram Ji Khand are reported to be in critical condition.
They are receiving treatment at Damauli Hospital.
Madhes-based leader Rajendra Mahato's newly formed political party, Rastriya Mukti Party Nepal, has been officially registered with the Election Commission (EC).