On the Scores tab of the Reports module, open the saved report format intended for deletion by selecting it from the New Report drop-down menu in the top right part of the tab.
When it is open, click the trashbin icon next to the NewReport drop-down (now displaying the name of the open report format).
NOTE: The trash bin icon is only active if a saved report is selected.