For deleting elements you have two options:
Select the point(s) and the line(s) you want to delete by using the right mouse button.
Click on the Delete button
in the tool bar.
or
Select Edit > Delete.
The selected elements disappear.
Tip
If more elements are deleted as desired, just reverse the action by selecting Edit > Undo or using the shortcut, see Key Functions and Shortcuts.