The battery will get hot, and possibly generate enough internal pressure to burst. It will invariably leak even if it doesn't burst.
Since a significant amount of current will be flowing through the battery, your power supply may also get hot and may not be able to maintain 12v on it's output. Bottom line is, don't do this.