Rim brakes? Wheel rim is warped and scrubbing the rim brake. Rain gets the rim wet and it goes away. If this is something you only experience when putting out some power then still might be the same thing and your rims are warping just enough to scrub the pads. Wet simply lubricates them and you don't perceive it.
Possibly you might need to have your wheels checked for true and proper spoke tension.