Consult your owner’s manual to find out which parts of a drill press require lubrication. You should wipe down the table with a cloth soaked in light machine oil. This will discourage rust from appearing if moisture gets onto the surface.
Regular auto grease should do the trick. For the drill’s gear bearings and other moving parts, a drop of gear oil will keep things moving smoothly.