The grammar is not that simple. I think that misconception is caused by people noticing that they don't have to memorize conjugation tables like when learning fusional languages, but then they fail to realize that the complexity has not disappeared, it's just encoded in word order and choice of grammatical particles instead.

There's actually an NLP shared task challenging researchers to automatically detect grammar errors learners make when writing Chinese: http://www.cged.tech/