I would wash them gently in soap in water. If there is a burnt smell you may not be able to salvage them. If not go ahead and get some dye and follow the instructions. You can try bleaching them but not sure it will help.
I just did 48 dowels tonight and was really worried about what happened to you. I am sorry it did.