Hi Amber,
This is curious. What type of rose are you using? Is it dried or fresh? I suppose the powder must be dried. Are you grinding this yourself? Also when you strain it, does it smell like roses?
It may be that you are simply not infusing it long enough. Are you keeping a lid on it while infusing it?
Warmly,
Benna