The error I get is:
Application Error
Number: 70 (0x00000046)
Source: Microsoft VBScript runtime error
Description: Permission denied
It turns out that the IIS Lock down tools, when turned on, restricts the everyone permission to the Inetpub\mailroot directory for list folder content only. IUSR_Machine need to be added to the mailroot directory with change permission.