It may be more convenient, practical or the apparent last resort if you find yourself short of contact lens solution, but placing your delicate contact lenses in water is absolutely to be avoided.
Quite simply, like water and Mogwai, water and contact lenses should never mix. This applies to all varieties including ordinary tap water, distilled water and bottled spring water (irrespective of however 'pure' the label claims it to be).