I am not a database expert and have no formal computer science background, so bear with me. I want to know the kinds of real world negative things that can happen
I think other people gave good answers already.
However i would like to add that there are ACID NOSQL DBs (like http://ravendb.net/ ). So it is not only decision NOSQL - no ACID vs Relational with ACID....