There are no obvious errors in your theme, but there must be a JS conflict somewhere. Your site is heavily Javascript driven and I think you should ask theme author on what he/she does that might interfere with other scripts on mobile devices.
One more question: does it behave the same if you choose other scripts? (I'd recommend testing that with Nivo Lightbox)