The incident occurred this morning when a group of devotees was going to Kudeshwar Mahadev temple in Manhjilgaon area, police said.
While Chedilal (35) was killed on the spot, Shiv Bhajan died while being taken to Kanpur for treatment.
The injured have been referred to Hallett hospital at Kanpur, where condition of two was stated to be serious.