Eclipse on Linux Missing Icons

Sorry! No time to create a proper post.

Here is the solution: 

gsettings set org.gnome.desktop.interface menus-have-icons true

Reference:
http://gnomeshell.wordpress.com/2011/09/11/show-and-hide-the-menu-icons/

Enjoy!