@SMW There is no such feature within the theme. But I searched and found this plugin http://wordpress.org/plugins/background-per-page/. Try this and see if this helps.
Thanks Sanjip! I tried the plugin you suggested as well as a few others and wasn’t able to get any of them to work. Will keep trying 🙂
@SMW I will also try some plugins and suggest you if I find some.