The Ptolemaic model could also be made to be correct, given more complexity.

Kuhn:

"Given a particular discrepancy, astronomers were invariably able to eliminate it by making some particular adjustment in Ptolemy’s system of compounded circles."

It's just that the juice isn't worth the squeeze as models grow more complex, so we switched