If you are a newbie to Ubuntu like me (or any other Unix distro) and you tried deleting a folder which is not empty contains files or subdirectories then you get the annoying error "Directory not empty".
To delete such a folder (from a terminal) use the rm -rf command. For example to delete a folder called amitbahree run the following:
rm -rf amitbahree/