I've heard that rinsing with PLAIN WATER helps, but not to use SOAP, as that can react with the road salt/de-icer and make it worse. Shrug. Maybe just a myth.
We don't get snow here very often, but I rinse the underside as soon as possible after the roads clear of the de-icer.