To delete a target from the target library, mouse over the Plans tab at the top of the page and select Target library from the drop down menu.
To delete a single target, click on the 3 dots next to a target and select Delete library target (bin icon).
You can delete several targets at a time by ticking the checkboxes next to each target and clicking on the Delete selected targets button above the list.