You can take them, but it is a question of if you may.
Can indicates the ability to do something.
May indicates the possibility of [and also expresses a hope that] doing something.
Shorter Oxford Dict has this to say: When expressing or asking permission, may is regarded as more correct (and more polite) than can, so that it is better to say May we leav