take a fancy to somebody

Từ điển Oxford Advanced Learner 8th

take a ˈfancy to sb/sth idiom
(especially BrE)to start liking sb/sth, often without an obvious reason
•He's taken quite a fancy to his next-door neighbour.
Main entry: ↑fancy_idiom