You might try adding a small bit of Calgon™ or distilled white vinegar (a drop or two) to the wash to reduce the water's surface tension. Some of these craft paints already have an aditive that does the same thing, but it varies.

Dish soap also works as a surface tension reducer, and some detergents, too. I tend to use Woolite™, and Ivory™.