It's recommend that you select the files you want to remove first, otherwhise all files will be deleted. You can hold the CRTL or SHIFT key down to select multiple files.

Goto "Actions" menu and select "Delete". A new dialog is shown and offers two possibilities:
Either to remove all files at once or to delete the selected ones.

Now click "Delete" and the files will be removed.