<p>The Image Web Part doesn't seem to have an href attribute that I can set.  Is there something I am missing?</p>

Does it have to be an Image Web Part? If not I would simply use a
Content Editor Web Part
and paste the required HTML there.
```
```
<a href="http://www.google.com"><img src="urlToImage" /></a>
```
```