The thing about liking/caring for a director really comes down to liking their styles. Wes Anderson, and Quentin Tarantino have very distinct and recognizable styles in all of their films while other directors sometimes have more subtle styles.

Favorites for me are:

Wes Anderson
Quentin Tarantino
Hayao Miyazaki
David Fincher
Alfred Hitchcock
and Satashi Kon