I assume you use the Eclipse Web Tools Platform plugin (bundled in the download "Eclipse for JavaEE developers")?
If yes: it seems they made major changes in Eclipse 3.6, because previously it worked different ;-).
The build path should look like this:
If this one part is missing: open the file "WebContent\META-INF\Manifest.mf" and add this line:
Hope this helps