Dear Frenchy Pilou!
Of course, I KNOW I need to combine 2 of the object before doing fillet.
The file I have deliberately left them separate.

Dear Michael, I do exactly as you - but it turns out like the picture ...
One of the small pipe was really not the solid.
Apparently accidentally left after my unsuccessful experiments