Paste the following piece of code into your functions.php file, save it and goodbye admin bar.
wp_deregister_script('admin-bar');
wp_deregister_style('admin-bar');
remove_action('wp_footer','wp_admin_bar_render',1000);
Thanks to Specky Boy for the tip!
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How to remove WordPress 3.1 admin bar