They're particularly worried about the world's teenagers, who are more likely to think about suicide.
Children who are depressed are also more likely to be ill when they get older.
A WHO spokeswoman said the amount of children with mental illness was a "ticking time-bomb", and millions of children could grow up to be ill adults unless something is done to help them.