It should probably be called a "colon colon separator":
Brian Goetz* calls it "colon colon" and since he was the specification lead for the lambda JSR I suppose we can consider him as an authoritative source.
The specification #3.11 classifies :: as a separator.
*source: the road to lambda @ Javaone 2013 around 04:00.