Eckel's Thinking in Java was a classic, I suspect he will this one out of the bag too.
The Odersky book is good as a reference, but not a great teaching tool, its too big. I watched the video lectures, they're quite good if a little dry and occasionally quite abstract especially if you're trying to apply Scala to real world problems.
Be warned though interop isn't perfect between Java and Scala, sometimes you have to resort to tricks to make things work, Hadoop APIs being a good example.