As long as you use the proper cleaner you shouldn't damage your cabinets. Use cleaner that is specifically made for wood. It should say on there that it is safe for wood.
There are wood cabinets cleaners. Check your local home store and read what is best for your cabinets. These also come in spray. They will take off the grime.