Johnson doubled the lead with a superb left-foot volley on 27 minutes, having managed just one goal in his whole Elland Road career before this game against West Ham last season.
Dino Baggio's late header was Rovers' late consolation and despite a rally at the end they could not manage an equaliser.
A useful 3 points for Peter Reid after another eventful week in the soap opera that is, Leeds United!