BlockUI and Autocomplete

I cannot get the autocomplete plugin to work inside of a blockui element. I am using the blockui to act like a modal dialog window that displays a textbox for username. I tried setting the z-index but that does not seem to work. When I move the autocomplete outside of the blockui element (on my regular page), the plugin works fine.