Do not remove the domes, remove the keys, the black letters, they're like lego cubes. You'll see under white smooth plastic domes. If your keyboard is dirty the domes should be dirty and sticky. Wash them

and you should be good to go.
Here are the instructions :
http://www.pcworld.com/article/112041-3/stepbystep_keep_a_clean_keyboard.html