avoir un faible pour quelqu'un

Meaning

To have a soft spot for someone, to like them a little more than the rest. Also said of things.

Word for word

to have a weakness for someone

Example

J'ai un faible pour les romans policiers des années trente.

I have a soft spot for crime novels from the thirties.