How do I get the light bulb holder on a 3005 toyota camry LE out of its holder? I have taken the cloth off but I cannot figure out how to get the black bulb holder from its mooring.

Go for inside the trunk liner. It's much easier this way. Just a few clips and twist out the sockets.