Investigators allege that the two men set the fire in a small cafe and market in the southern city of Orsk early on May 14.
According to police, the suspects argued with a group of people at another bar, followed them to the cafe, and set it on fire.
A gas canister inside them exploded in the blaze.
(AP, Interfax)