The men, numbered around seven-eight, barged into the Sunrise hospital and shot at the duo, identified as Satveer and Jaginger alias Jolly, eyewitnesses said.
They said it could be a case of some property dispute for which the duo were engaged in a legal battle.
The duo have been referred to Medicity hospital in a serious condition.
Police were tight-lipped about the incident.