Yes, but if you are not careful while you remove the keys you could break the mechanism below the keys. In that case you might not be able to attach the key again. There are other methods for cleaning the keyboard without removing the keys. I'm not sure what kind of dirt you got under the keys, but i would say that it's normally not necessary to remove the keys.
-gan
