We show that it is impossible to rule out the existence of a fifth dimension using the classical tests of relativity in the solar system. A similar impasse occurs in certain cosmologies. However, it might be possible to detect a fifth dimension indirectly, via its effects on vacuum energy, thermodynamics or spin.