Thanks for pointing me to the right direction.
I ended up using below. The function returns something like 12:12:44 PM.
=TimeSerial(Mid([TimeStamp],9,2),Mid([TimeStamp],11,2),Mid([TimeStamp],13,2))
I wish I don't have to show the seconds, but I believe the function requires it.