Tecnu Poison Oak & Ivy Wash is your best friend. Of course, the sooner you start using it, the better.
Thanks for telling me who my best friend is. All along I thought it was Todd... Now he's on my shit list for being a fake.
Run hot water over it. As hot as you can stand. Feels surprisingly good, and takes the itch away for hours.