Numbers like this were considered as irrational, and probably not numbers at all. Thereafter it was geometry that became the more solid base for certain knowledge. Also, the unexpected and shocking discovery of irrational numbers led to the development of formal proofs in mathematics, epitomised by Euclid's Elements, because it was felt that every statement required a rigorous justification, nothing could be taken as obvious.
Much later, Platonism suffered an increasing series of attacks. One of these was the invention (discovery?) of complex numbers. They were originally considered as purely imaginary fictions or ideal elements, which were very useful for the solution of cubic equations. Nevertheless complex numbers were increasingly used in a wide variety of contexts, perhaps the most concrete demonstration of their value is in the description of wave-forms in quantum physics by complex functions. Gradually the view emerged that complex numbers were not fictions but had a real existence of their own. The extension of this view was that any mathematical construction, provided it was consistent, existed in the Platonist realm.
Later, mathematicians like Lobachevsky, Bolyai, Gauss, Riemann and others showed that Euclidean geometry was not the one and true geometry, but one among many alternative geometries. In an interesting example of a genuine experiment in mathematics, Gauss questioned the assumption that our universe had a Euclidean geometry by taking three triangulation points and summing the angles of the triangle. In fact, given the experimental accuracy that was available, he found the sum to be , consistent with a Euclidean geometry. It was much later, with Einstein's general relativity, that it was shown that the geometry of the universe is not Euclidean but curved.
But the greatest crisis and the eventual overthrow of Platonism occurred in the mathematical revolution2 which happened between 1870 and 1935.