How Do I Disable Image Attachment Page Links in WordPress

Hello!
I am having a problem with pages on my site, islandjay.com
The theme or WP appears to be making a bunch of pages related to images. This is bag for Google indexing.

Examples
http://islandjay.com/island-of…..orida-usa/ http://islandjay.com/willie-ts…..er-willie/
http://islandjay.com/bermuda-r…../bermuda1/ http://islandjay.com/island-of…..ti/tahiti/
http://islandjay.com/marinated…..img_01511/
and
http://islandjay.com/?attachment_id=45 http://islandjay.com/?attachment_id=17

How do I stop these from being created or indexed by Google? Also, how do I view these pages above in bulk on my site? I found them one by one.

I tried the image.php solution with no luck
http://www.wpexplorer.com/disable-image-page/

Thanks!
Jason