The current rule is that if they're protected from Discard, they'll continue to decrease (even past zero) and not die until they either lose their protection and a phase passes, or they enter battle and are Discarded during resolution due to <1 defense.
However, this ruling is being challenged by some who want to change the definition of protection to refer exclusively to being untargetable by a special ability.