Diouf put a header just over from a corner and probably outshone Michael Owen, although the England World Cup star did go close with a spectacular bicycle kick.
Lazio stole in front just before half-time when Jaap Stam charged forward to find Claudio Lopez, whose cross was swept in by Rodriguez Cesar.