Official terminology is "illegal aliens" or "illegal immigrants." As people, they are not illegal: their alien status / immigration status is.
(The law, I think, just uses the terms "illegal entry" / "unauthorized presence" / "inadmissible" / etc. and "illegal immigration" to describe the act in general. But USCIS, ICE, etc. do use the term "illegal alien.")