>creators plan to end the show after a certain point to lead into a movie, but the network keeps it going anyway
Why was this specific pattern so common in TV? From X-Files to Spongebob.

Why kill the golden goose?

Film and TV aren't novels or comics, there's no right on the creators' end to demand that. More often than not, they don't own the property.