Are you running in AC or DC mode? I have never used AC before, but I would imagine that getting shocked from the table/work would be likely. If it is an AC issue, I am uncertain how to solve it other than: Don't touch the work/table!
1) get a plug (either a replacement plug or one clipped from an appliance with the power wires capped), wire the ground to the table, and plug it in
2) run a wire from the table to some metal on an outlet (the cover screw is an old school method)
That's how these guys stay alive: