If they are plastic, very easy, just unclip each one individually and soak in tub. I've done that. If they have a cloth like texture on them, best to use a fabric spray cleaner Lot's of work though, good luck on spring cleaning
Can You Wash Vertical Blinds?
Try soaking it in the tub