'Failed to create Event Hub' error when trying from old portal, also from C# code

Question from Sanjay Singh (@_SanjaySingh) via Twitter:

I am getting 'Failed to create Event Hub' error when trying from old portal. I get the same when trying from c# code.

Thanks,

@AzureSupport