Transition metal-based organometallic compounds have been explained by the Dewar−Chatt−Duncanson (DCD) model, established in 1953, which provides a conceptual framework elucidating the interaction between transition metals and ligands. This interaction involves σ-donation from the ligand to the symmetric vacant d-orbital of the transition metal (TM ⃖ L), coupled with πbackdonation from a distinctly occupied d-orbital of the transition metal to the suitable empty orbital (mostly antibonding type) on the ligand (TM → L), which leads to the variations in bond lengths in the bonded ligand (typically bond elongation) and vibrational frequencies within ligand bonds (such as C=O, N=N, and C=C of olefins), serving as an indicator of the ligand's π-accepting strength. One such effective and highly reactive ligand is benzyne/aryne, which is generated in situ and has been stabilized by coordinating to a transition metal. The transition metal−aryne complexes are primarily formed with low-valent early transition metals and late (d 10 ) transition metals. The findings, on employing the EDA-NOCV calculations of different classical textbook examples of experimentally synthesized mononuclear TM−aryne complexes, specifically TM−benzyne complexes, reveal intriguing deviations from the original DCD model and suggest that the bonding interaction of these well-known organometallic complexes occurs between TM and aryne fragments in their 'electronically charged doublet states' (as TM + and aryne − ). Notably, when the TM resides within groups IV−IX of the periodic table, the interaction exhibits one dative σ-bond, one electron-sharing π-bond, and one (a few have two) additional dative σ/π bond (D + E). Even though late TM (d 10 , Ni/Pd/Pt) exhibits the potential to form both dative bonds (D) (in accordance with the DCD model) and D + E interaction between electronically charged fragments, it still slightly favors the later bonding scenario. The major contribution in the bond formation of TM−aryne complexes is from electrostatic interaction energy (ΔE elstat ) and the major contribution toward the orbital interaction (ΔE orb ) is dominated by the electron sharing π-bond formation.