Are they plastic mini blinds?
Can you take them down?
Try a weak solution of bleach and water in your bath rub and put the entire blinds in it to soak.
In my younger years when I had more energy, I would take the mini blinds down from the kitchen and the 2 bathrooms to clean them this way.