I wear rain gear.

-- Helmet cover
-- Rain jacket (which is my usual cycling jacket anyway)
-- Booties
-- Rain pants ... sometimes. I don't really like rain pants so it has to be a cold torrential downpour before I dig them out.

And I've just recently purchased overmitts so I'll try them on the next rainy ride.