We give several criteria to show over which quadratic number fields
$\bQ(\sqrt{D})$ there should exists a non-constant arithmetic progressions of
five squares. This is done by translating the problem to determining when some
genus five curves C_D defined over Q have rational points, and then using a
Mordell-Weil sieve argument among others.