Pen tool - how to join and delete dots

[enginestar]

Not sure about using pen tool.

I click and make several dots... all OK.

But then... if I want to delete a dot in the middle, how do I do this?

I somehow click away or do something. 
Now when I click, the next dot is not connected.
What am I doing wrong?
How do I connect?

Thanks.