Using this simple plugin, you can easily change wordpress's default gallery theme and design your own.
You can download and install gallery-theme using the built in wordpress plugin installer. If you download gallery-theme manually, make sure it is uploaded to "/wp-content/plugins/gallery-theme/".
Activate gallery-theme in the "Plugins" admin panel using the "Activate" link.
That's it. There are no settings or wizard.