Dinosaurs existed and they existed in times not far back as the dark ages.

But, we called them dragons.
Knights would go out and fight dragons... or in modern parlance, dinosaurs.

Dinosaurs were not some part of a long ago age.

In fact, man has had several ages, where civilization was wiped almost completely out.
The flood of Noah being one such that we have recorded.