• Go into Select mode (arrow cursor).
• Place the tip of the arrow cursor over a Curve Point and click the left mouse button to select the point. The curve point will highlight.
• Press the Delete key on the keyboard. The curve point will delete and the curve will redraw to take that into account. Note you can also use the right-click menu and use "Remove point from curve".