This didn’t happen in the Bible, but you get the idea.
Yes, quicksand can be found in deserts — albeit rarely — as dry quicksand. Read its Wikipedia article for some basic info.
The Bible makes a rather quick reference to quicksand (no pun intended) in Acts 27:17 of the King James Version.