If you plan to store them, remove the blighted foliage and leave for a couple of weeks for the sun to kill off the blight spores before digging up. If you plan to eat straight away, you don't have to worry and can dig them up immediately.
Either way, check for tiny tubers left as these may carry the blight spores and reinfect next year.
Mine got hit last week - looked ok two days before.