Most of that sound is caused by artifacts of slowing the bloop down but keeping it in audible frequencies.
Here's a more realistic version of the sound and a rationale of how it was made (needs a sub-woofer or some decent headphones to actually hear it):
http://porkrind.org/missives/the-bloop/