Try to take deep breaths. If it's low blood oxygen as others say, that could help.

Alternative if your brain/body won't allow it: Try holding your breath. You might have control over that. The aim is to hold long enough trigger a gasp reflex which will, hopefully, shake you awake.

The hard part is finding the presence of mind to remember things to try when you're in an altered state of consciousness.