I would guess it's best to take it all off, rub it down and respray it. I would look at some heat resistant paint though as the disc will get pretty warm.
I'd try brushing it off with one of those little toothbrush size wire brushes.
And then I'd try leaving it somewhere a bit dryer, like possibly at the side of the river instead of in it.
Where do you leave it out of interest ?