Kevin Rudd’s premature departure in March from his post of Australia’s ambassador to the United States is a surprise, but perhaps not as unexpected as it might initially appear.

Rudd’s term had another year to run. Any extension would have been limited. His old job as president of Asia Society had opened up, giving him the...