If you're worried about flammable, a full strength masonry degreaser will work. Be careful on your skin and man does it stink when it gets dirty.

Kerosene will work too and is not as volatile, but does not dry as cleanly.

The bigger question I have is what to do w/ 10 or 20 gallons of the stuff when its too dirty to work anymore?