Yes, that is the fastest knockout in UFC. Todd Duffee easily knocks out Tim Hague in UFC 102 for just 7 seconds!
If you did not see it live, here is the replay of the knockout on Youtube:
What a knockout! Congratulations, Todd Duffee!
Hat tip to Ark Hilario.