All of your items are in My Library. They may also be in folders if you have put them there. If you delete something from a folder, it is still in My Library. If you delete something from My Library it is gone from everywhere.
Select the item you wish to delete.
Press the Delete key on your keyboard OR right click and select Move Item to Trash.