Flores will replace Abel Resino who was axed on Friday, following a poor start to the season.
Reports also suggests Atletico made moves for Michael Laudrup and Luciano Spalletti, but failed, before signing Flores.
Assistant coach Santi Denia will be in charge of Atletico for the game against Mallorca on Saturday.
