They both have the same meaning, but the second sentence has a more visual image in my mind. When I think of "grab," I think of picking up something very quickly. In my mind's eye, I can see the hand extend out, pick up the object, and quickly bring it back to yourself. In a casual setting though, they both mean the same thing.