Tempura Paint Stain on Roman Blinds?

I have tempura paint - the block paint that is mixed with water to make a powdery type paint, on my roman blinds which are poly cotton backed with blockout lining - triple pass. I have tried to sponge off the stain to no avail. Is there any way of removing? The blinds cannot be dry cleaned or washed - only spot cleaning. Help!