Well when you pick up the eyeshadow on the brush, before applying give it a quick tap on the back of your hand. Some people blow on the brush.
If this is happening it actually means you have too much product on the brush to start with. So start light and then build the colour.
Have to say it doesn't happen to me with the quick tap method.