It would have been hilarious if the Alien just slowly and casually tip-toed out of the room, step by step. Everyone too shocked to do anything, just staring at it.
"Don't mind me. I was just leaving."
"Don't touch it!"
Alas it's not meant to be hilarious, and it was done perfectly.