Try applying some PB Blaster penetrating oil around the base and let it rest for about 10 minutes. If you can, use a strap wrench or an impact tool. Just remember to turn it counterclockwise gently. You can also carefully heat the filter housing with a propane torch before trying to take it off. When you're putting in the new filter, make sure to replace the rubber gasket