Google it. There are many good explanations on the internet.
The basic thing is that turning one transistor on turns the other one off for a while, after that the other one can turn on, which turns the other one off.
Yes, in theory, if both transistors wee identical and all parts were exactly matched, you could turn both transistors on simultaneously, in practice it doesn't happen (and you stay away from component values the would make it easier)