Ok, this time it worked. Changes I made:
1. Granted Full Control to Everyone on the T: drive
2. Changed the name of the folder from T:\TempDB to T:\SQLTemp
3. Set the VHD type to Fixed instead of Dynamically Expanding
One of those (or the alignment of planets or something) made it work...