It Depends(tm).
Practically you’re right of course, but they are probably technically responsible given the circumstances the poster laid out.
A landowner is definitely not "technically responsible" for cleaning up trees that fall along or across the border of their property.
A landowner is definitely not "technically responsible" for cleaning up trees that fall along or across the border of their property.