What is the word for a circumstance which is not what it appears to be?

Such a circumstance could be an illusion, a fraud (if intentionally created), or a chimera (if apparently desirable).

A circumstance that appears to be something different, or even opposite, could be called misleading, or deceptive, or spurious.