He quickly got to work scoring from point-blank range with only three seconds remaining in the first period. Point then tallied two more power play goals in the first 88 seconds of the second period to give the Bolts the lead.
By completing the natural hat trick in 1:31, Point set a Lightning franchise record for fastest three goals.
Patric Hornqvist answered back with the only even strength goal of the game to tie things for Pittsburgh three minutes after Point's third goal. A turnover behind the Lightning net leaked out in front to Hornqvist who jammed it home.
Yanni Gourde helped the Lightning answer back, scoring on another power play with a quick shot from the point that deflected off the post and in to give the Bolts a lead they would not surrender.
For all the early scoring, the Lightning tightened defensively down the stretch and made it hard for Pittsburgh to generate many dangerous chances.
Making his first start in goal since the loss of Andrei Vasilevskiy to injury, Louis Domingue came up with some big saves, including a save on a Zach Aston-Reese breakaway with seven minutes remaining. He finished the night with 28 saves on 31 shots.