It is not until ---did he---有这句子,而且还是一个固定搭配的.
它并不是只能用that.
例如：
It is not until my arrival at his home did he get up.我都到他家了以后,他才起床的.就没有用that.
It is not until yesterday did he remember to return the book to the library.