I figured out that it has something to do with "start at cut" and "center at cut".
Now the question is why is it by default "start at cut" ? and where can I change that?
If one of the clips is not trimmed you cannot place the transition centre at cut, it will set itsself start/end of cut.
In your case you need to trim the right clip.
See this doc: it's all about handles.