Is Into a world of unimagined complexity and beauty a full sentence or not a full sentence?

It is not a full sentence.

It doesn't have a subject or verb.

You would probably call it a prepositional phrase.

They stepped into a world of unimagined complexity and beauty.

( subject = they, verb = stepped)