You mean the actual geometric center, or just some fantastic environment at an indeterminate depth that's populated with dinosaurs and fossils?
I ask not for reasons of realism, but because I have never seen any version that gives the impression they visited the actual center of the Earth. (Or indeed, came anywhere near the center.) Including the original story. They just journeyed a ways into the interior of the Earth.
Which way did you mean it?