Is this inappropriate behaviour between a teacher and student?

It's only inappropriate because it's during cl. That is really unprofessional on his part, and I'd say on yours too, even though school isn't normally considered a job. Just think like the professional adult you are striving to become and save your romance for after school hours. And yes, I think he likes you!