To Edit an Annotation right click on the annotation to be edited and select the Edit Annotation option from the context menu.
After the Edit Annotation option from the context menu is chosen the Annotation is changed to be in an Edit mode. In Edit mode the text inside the Annotation can be modified. To get the Annotation from an edit mode back to a normal mode the chart is to be clicked with the cursor.