On another video I saw, the Queen doesn't drink either, just sets her glass down too.
I don't know what that means though, maybe she doesn't drink or would not drink to the 1's toast?
She doesnt drink because she is the one being toasted.
Obama may have been looking to her to see what she did - because he had just been shown to be an idiot- and when she didn’t drink he decided he better not.