Thanks for your replies, I really appreciate it.
So from what I can gather, this is a normal behaviour and nothing to worry about. He just started being nervous about thunder last year and I also notice that he pants heavily also when he is nervous.
I just talk to him softly, hold him and tell him. "It's okay, the big bad noise will be gone soon."