The Hückel's rule, Baird's rule, and electronic shell closure model are classical and well-established concepts in chemistry, which have long been employed in rationalizing the aromaticity/antiaromaticity of organic species and stability of inorganic clusters. Thus, the observation of unique species featuring properties out of the fundamental frameworks of these rules is challenging but significant and helps in drawing a complete picture of fascinating concepts in chemistry. Herein, we demonstrated via high-level theory, 59 all-metal clusters possessed not only dual aromaticity in both the ground and excited states but also unexpectedly more stable open-shell geometries, unprecedentedly showing the limitation of these fundamental rules simultaneously. The aromaticity of these clusters was confirmed by various criteria, while the unexpected relative stability of these open-shell clusters was proposed to have originated from the molecular orbital (MO) coupling effect, akin to the hybridization concept in organic chemistry. Our findings have highlighted the exhibition of the diversity of metal clusters in aromaticity and implied that there is considerable room even in well-accepted rules. We wish these findings would stimulate further efforts in acquiring a more comprehensive understanding relative to aromaticity and stability in inorganic metal clusters from both experimental and theoretical estimates.