1. He is in love with the girl.

2. He fell in love with the girl.
(Are both the same in meaning? Is #2 stronger than #1 in the deapth of love?)

Yes, they both mean the same thing.

2 is referring to a past action.
1 is referring to a long-time emotion. This one (to me) is the stronger statement since it implies a life-long emotion!