The stabilizer's job is to keep the ethanol in solution with the gasoline. If you don't have it, then the ethanol separates and you'll get portions of fuel with higher than 15% ethanol to gasoline ratio, which a normal engine can't possibly burn.
But, since your fuel has NO ethanol to begin with, I'm wondering why you bother. Stabilizer does nothing for non-ethanol fuel.