Not as easy on a manual machine but I used to remove small broken taps on a CNC machine using a 4 flute carbide end mill with no coolant and spun it up pretty fast, and did a .010 peck, it took awhile but worked great. Yeah ruins the end mill but worked.
I'd go with Jerry's fix, good idea cast iron pipe plug.