Badruddin (55), who teaches at an inter-college, and his advocate son Ahmad (25) were shot by the three motorcycle-borne assailants this morning, Superintendent of Police Arvind Sen said.
The duo were rushed to the district hospital, but Badruddin was later referred to Varanasi in a serious condition.
Police suspect old rivalry as the possible motive behind the incident.