That would depend:
"Were you late (today/yesterday/this morning)?" is correct for one specific time.
"Are you (always/usually) late?" is correct if you are asking about that person's habit of being late. It could also imply that it bothers you.
There are more possibilities, depending on different contexts.
Student or Learner