Here's an article from www.ehow.com. The solution is 2 tablespoons ammonia, 2 tablespoons white vinegar, and 1 tablespoon salt.
It says to scrub the offending spots with a toothbrush with the solution. Then you can mix up more of the solution and soak the item overnight. This process should only take once, but it can be repeated until the paint is gone.