To become strongly and romantically attracted to someone.
"He fell for her completely the moment she walked into the room."
I fell for you the way you fall asleep: slowly, and then all at once.
— Attributed to John Green, 'The Fault in Our Stars', 2012 (adapted from the falling asleep metaphor in the novel).