WATCH: All Predators vs. Flyers highlights
But he appeared to get better as the game wore on Monday, culminating in two saves in the shootout. The final Flyers shooter, forward Jakub Voracek, got Rinne out of position, but that's where some puck luck came into play.
"Got lucky on the last one," Rinne said. "He deked me out. I was doing the snowman and luckily he didn't put it in. … I want to say I saved it but I think it hit the side of the net.
"I'll take it any day."
Rinne said he needed a strong game against a solid opponent to get him back on the right track.
"I felt good," he said. "It is great to play a good game against a good team in a fun building. They have good fans. I felt good. I feel like I made some good saves."
The Predators (14-12-5) know they'll need more games like Monday from their goaltender if they're going to climb the standings.
"[Rinne] was phenomenal for us," Predators defenseman Ryan Ellis said. "I think it could have been a lot worse in that first period. He kept us in it. On the penalty kill he made some big saves and some big blocks. If anything is going to be successful you are going to need your goalie to be your best player. Tonight was no different. [Rinne] was great. We finally found a way to win a shootout."
It was apropos that Ellis scored the game-deciding goal in the shootout. On Andrew MacDonald's goal that gave the Flyers a 1-0 lead at 10:32 of the first period, the shot from the point went off Ellis' elbow and past Rinne.
Ellis beat Flyers goalie Steve Mason with a low shot in the first round of the shootout.