What day is Picnic?

What day is the Picnic Day?
What day is Picnic Day?
(answer: It's Wednesday.)

Which questions are correct?

Most Americans would say, "What day is the picnic?"

All three questions are correct, although the first two questions have a minor difference in sentence structure.