The only solution I have really found is to scrape them off. It is messy though. Just lightly wet a small area with a water spray bottle and then use a putty knife. I found a picture so you can see what I am referring too.
I am assuming this is the type of texture you are referring too.
I have heard people sanding it down. I think this would create a lot of dust however.