I would taken the blinds down and either wash them in the bathtub (during the colder months) or lay them on the driveway and wash and rinse them right on the cement. I would let the sunshine dry them for a while on the ground rotating them around. Make sure your driveway is pretty free of grit when you do this. I just used hot sudsy water to clean them with a good rinse.
Alice