Today at Tech.Ed in the US we have announced updates to the Windows Azure Tools and SDK, specifically including support for running .NET 4 framework applications on the Windows Azure Platform.
You can download the latest tools and SDK from here. There is also an update to the Windows Azure Training Kit here.
As well as .NET 4 framework support, this June 2010 release also includes some good features to improve the developer experience: