It has been done. A certain actor (but I can't remember who) began as an extra and stepped in for someone who was ill and eventually became a fairly big name star.
You could become a child star as I'm sure Drew Barrymore was too young to be a drama student when she starred in ET.
Nowadays though casting directors wouldn't call anyone for an interviews unless they had either plenty of experience or the drama school credentials, I'm afraid.