Just put them on your hands and wash your hands with your regular hand soap. Then roll them in a dry towel and squeeze it or ring it out. Lay flat to dry. They will dry a little stiff, but will soften right back up as you wear them. You could also use a leather conditioner to speed the softening and protect them.
