Distilled water is free of any minerals. Water in itself in pure molecular form is non conductive, distilled water is that (afaik) and therefore won't cause any 'buildup' on the electrical components.
I think in theory you could submerge your mobo in pure water and nothing would happen, but the problem occurs when water contacts impurities such as dust and then becomes conductive, and that = bad.