Bronze the eyeshadow? I've never had fall out from that eyeshadow before. Maybe tap the brush a few times so the excess pigment falls out or dampen your brush just a teeny bit so the eyeshadow adheres to your skin better.
edit: oh yeah.. if you dislike that eyeshadow (?) try temping, romp, or mulch.