I, too, had my doubts about power conditioning until I tried a Audioquest Niagara 1200. It did what ghdprentice mentioned, in revealing a lower noise floor allowing for more info to come forward, completing the picture, so to speak.
Before that I tried Brickwall and some other brand that when compared, sounded better going straight into the wall outlet.
All the best,
Nonoise