I was able to put my drill press on a mobile base as well. I hardly ever move it, but it can be done.
Delta recommends that you bolt a large piece of 3/4 plywood to the bottom of the drill press anyhow for stabitity, so it's easy to put one of those mobile bases that can adjust to any size on it.