Magnesium can reduce alumina at the temperature above the intersection point of the curves for Al2O3 and MgO in the Gibbs Energy vs T plot (Ellingham diagram). But the temperature at which this is feasible is too high to be achieved economically and is also technologically difficult. So this reduction is not done.
