The media-single page seems as simple a a blog post page, I was wondering if I can have them displayed in that format. If so, how can I please do that?
You can override rtMedia templates in your theme and can style accordingly.
For further details you can refer this documentation link --> http://docs.rtcamp.com/rtmedia/developer/themes/featured-media-template-system/
thank you, I will take a look at it