Why do we need Dispose() method on some object? Why doesn't the garbage collector do this work?

The question is: why do we need to call Dispose() on some objects? Why doesn't the garbage collector collect the object when it goes out of scope? I am trying to understand the reason why it was implemented like that. I mean, wouldn't it be easier if Dispose() was called when the garbage collector collected out of scope objects.