I would agree with this, BUT there is no indication as to the extent of the problem. If this is a little surface rust that has not pitted the surface the above would be a good alternative. Personally I use a very fine sand paper.
If this drill press is rusted so bad that the surface is pitted, rust remover may may it functionally acceptable. It it is real bad there may be no hope to get it to be functional.