How to show album thumbnail in all album page

I don’t really know how to solve this problem. You are using a premium ( = not free) theme and I can’t have a look at the code. What probably will show up is the featured image of an album. This can be set for each album.

Your theme developer (elegantthemes.com) says they support their customers, so I think you should try and ask them if they can solve it.