Lyndon Dykes and Connor Murray struck in the first half for Allan Johnston's side and an own goal extended their lead with 15 minutes left.
David McKay pulled one back late on for John McGlynn’s team but Rovers have it all to do in the return leg at Palmerston on Saturday, live on BBC ALBA at 4.05pm.
