Well-controlled sub-unit-cell layer-by-layer epitaxial growth of spinel alumina is achieved at room temperature on the TiO2-terminated SrTiO3 single crystalline substrate. By tailoring the interface redox reaction, two-dimensional electron gases with mobilities exceeding 3000 cm2V-1s-1 are achieved at this novel oxide interface.