I wonder if anyone has met the same kind of problem.
I just opened the vim from the bash, then typed in :help tab. So I got anther buffer showing the document.
Afterwards, I just switched to the empty buffer and pressed <C-W>Q to close this empty one.
To my surprise, the whole vim closed.
My vim is the lastest version and compiled without any extra option.