@lizziecrane,
The only way to fix it is, either rip them out or, scrape, sand and re-paint with a melamine base, then any latex paint and finally cover it with a couple coats of polyurethane. A hard, clear top-coat - might not be called the same thing where you live.
If you have a recycling place nearby they sometimes have cans of paint you can get for free.