My first guess would be the virtual machines aren't configured correctly for optimal SQL Server performance. If not done exactly right, it's pretty usual to get some performance degredation when you go virtual.
Another possibility is that the desktop machine and the old servers may have had the databases on local drives, while the new servers have them on a SAN or some such. Local bus is usually faster than a SAN, even if just due to latency.
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