Because non-magical people are scared of us enough to have created witch hunts, in the past, and presumably the statute of secrecy was developed as a way to combat that and protect wizarding folk.

[She pauses here a bit.] I guess it also helps to have the rule in place, because many wizards and witches would be all too giddy to start abusing their power if it were public knowledge.