We have measured the differential conductances $G(V,T)$ in several $\text{Al}/{\text{AlO}}_{x}/\text{Sc}$ planar tunnel junctions between 2 and 35 K. As the temperature decreases to $\ensuremath{\sim}16\text{ }\text{K}$, the zero-bias conductance $G(0,T)$ crosses over from a standard $\ensuremath{-}\text{ln}\text{ }T$ dependence to a novel $\ensuremath{-}\sqrt{T}$ dependence. Correspondingly, the finite bias conductance $G(V,T)$ reveals a two-channel Kondo scaling behavior between $\ensuremath{\sim}4$ and 16 K. The observed two-channel Kondo physics is ascribed to originating from a few localized spin-$\frac{1}{2}$ Sc atoms situated slightly inside the ${\text{AlO}}_{x}/\text{Sc}$ interface.