The theft from the Picasso Museum was discovered on Tuesday afternoon but the exact time and circumstances have yet to be determined.
A special unit of the interior ministry, the BRB, has taken over handling of the case.
Picasso is regarded by many as the greatest artist of the 20th Century.
