The question What seemingly innocuous results in mathematics require advanced proofs? prompts me to ask about conjectures or, less formally, beliefs or intuitions, that turned out wrong in interesting or useful ways.
I have several in mind, but will provide just one here now, as an example.
For centuries mathematicians tried to show that Euclid's parallel postulate followed from his others. When Lobachevsky, Bolyai and Gauss discovered that you could do interesting geometry just as consistent as Euclid when the parallel postulate failed a whole new world was open for exploration.
One example per answer, please. If you want to post several, answer repeatedly.
Related:
Conjectures that have been disproved with extremely large counterexamples?

Kurt Gödels Incompleteness theorems in mathematical logic came as a shock to many mathematicians in a time when formalistic optimism ruled:
The theorems state that a sufficiently powerful theory always must have statements which are possible to express but impossible to prove / disprove, making mathematics a forever unfinishable "game" or puzzle as any of those unprovable statements can be chosen to be added as an axiom.