This is not a good idea. Water will not hurt the bristles directly, but it can soften the glue attaching the bristles to the brush or it can cause the handle coating to chip off. If you do leave a brush in water, be sure the brushes are suspended in the water because resting them against the bottom of the container can bend the bristles.