Immediate area is a complete desert, mate.
Best I can offer there is Tai Pan on Upper Brook Street (above the W H Lung Chinese supermarket). But you’ll be better either eating in the city centre or, indeed, on Rusholme’s “curry mile” and then walking to the College. The latter is about a mile, city centre half that.
