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You can create your custom color box styles instead of using a plugin provided styles. For creating custom color box style go to /sites/all/modules/contrib/color box/styles copy any one of the folders. (You can find plain, default, and Stockholm syndrome styles there).Place the copied folder into your theme folder. Rename the folder with your custom name. Also, rename the CSS and js files.