You can use
mvn dependency:tree -X
which produces the debug output.
Otherwise stated in the documentation about verbose –
Notice this feature actually uses Maven 2 algorithm and may give wrong
results when used with Maven 3.
Edit: As pointed by Brad in the comments, the verbose flag has been reintroduced for the 3.2.0 release and further.