how to delete brushes from a custom library

I've made a custom brush library and want to delete some of the brushes but there is no little garbage can icon in the lower right hand corner of the brushes pallete.  How do I delete the unwanted brushes from the cusotm library?  The little garbage can IS on the regular brushes pallette.

Thanks!