I start by making a knot at the end of my thread then hiding it on the underside of the lining. Bring the needle out at the tip.
Then I go into the lining fabric for about 1/4" then switch to the other side.
Here's a quick drawing of what I mean.
Pull the thread tight as you go and it will be invisible. I used white thread and you can't even see it against the dark blue.