Correct. You cannot remove the bezel and leave the factory radio in its original position. You can either remove the radio first and then the bezel OR the radio can come out with the bezel after you remove the two screws.
The U-shaped tools to remove the factory HU are available at many places that sell car audio. About $4 at WalMart.