Can oil paint be washed away with water?

Not really. You need something to clean the oil. Turpentine works, but there are also organic substitutes for it. You can find them at most art supply stores, usually near the paint itself.

*Beware that the agents that clean oil paint (propanols, naphtha, mineral spirits) are also very likely to remove color pigments from whatever you clean.