Sirius is very close to right. What happens is that you end up with a very small, dim, round flame on a wick. It sometimes gets just enough oxygen through the methods mentionned by Lockheart, but often it just chokes out.

Interestingly enough, though diffusion does eventually move all the air around, it's slow enough that shuttles have fans to prevent carbon-dioxide pockets from forming around astronauts.