The criminals were riding a motorcycle when they were intercepted by a police team at Chohala near Gatta factory in R S Pura area, they said.
Sunny Kumar, Sanjeev Kumar alias Munna and Waseem Khan alias Viku were arrested and two pistols and a sharp-edged weapon were seized from them, the police said.
They said a case was registered against them.