It is illegal to wear a fake goatee in public if it causes undue panic.

The Law Explained

Bizarre facial hair laws sometimes appeared in the Jim Crow-era South or during wartime to prevent people from concealing their identities. Wearing a fake mustache or goatee to disguise yourself while committing a public disruption is still technically on the books as a serious aggravating factor. Just be yourself, beard and all.