It happened once in Astronomy. Astronomers had the notion that planets have circular orbits. If that failed to explain their observed motion, they revised their theory to address the issue: a planet is moving along a circular orbit which is also moving along a larger circular orbit. In time they have to create endless number of various nested circular orbits to make their theory fit observed data.
Took a while to realize that the obsession with circle is holding them back.
