To delete an object, first select the object you want to delete and then click on the Delete tool or select 'Delete' from the right-click menu. If you want, you can delete several objects at the same time through multiple selection.
Tip: It is usually quicker to simply press the <Delete> key on the keyboard.
See also the Selecting, moving, cloning and deleting objects tutorial.