Ammonia (NH3) plays an important role in the development and evolution of Earth's life system. The extremely high bond energy (941 kJ mol−1) of N2 hinder the conversion of N2 to NH3 under mild conditions. Meanwhile, clearly identifying the distribution of intermediates for NH3 synthesis remains a huge challenge in the experiment. Herein, we anchored carbon clusters (C60 or C70) onto Ru catalysts supported on rare earth oxides, forming a class of Ru‐carbon cluster co‐catalysts that exhibit strong electronic metal‐carbon cluster interaction (EMCI). Carbon clusters function as an electron buffer that induced electron uptake from metallic Ru sites and concurrently provides electron feedback to Ruδ+ in a reversible manner, achieving a flexible balance of electron density at the Ru active sites. Moreover, H‐affinitive carbon clusters serve as the site for the adsorption, activation and migration of hydrogen. With Ru and carbon clusters synergistically bridged by hydrogen spillover, the Ru‐C60 co‐catalyst exhibits an exceptionally high NH3 synthesis rate and remarkable stability. Experimental provides direct evidence of the distribution and evolution of *N2Hx (x = 1∼3) intermediates, with the hydrogenation of *NH2 to form *NH3 identified as the rate‐determining step. This work paves the way for utilizing carbon clusters in important chemical reactions.