The stability of aromatic compounds is primarily due to their ability to delocalize electrons across a conjugated pi system, which results in a lower overall energy state. This delocalization is quantified by Huckel's rule, which states that a compound is aromatic if it has 4n+2 pi electrons, where n is a non-negative integer.