A hydrogen atom is made up of 1 proton and 1 electron. Electrons have a negative charge, so when an atom loses an electron it becomes positive charge.
Since H+ is positive, we can figure out that it's lost it's electron, and all that's left over is a proton. Protons can't combust, so there's your answer.
Hydroxide ions can't combust either.