Media module is bring contextual links with it into the middle of WYSIWYG content - how to remove?
You'll have to change the sort order of filtering within your text format, admin/config/content/formats/full_html (for Full HTML text format).
Just place the "Convert media tags into markup" before the "CKeditor Link filter".