“Pedophilia or paedophilia is a psychiatric disorder in which an adult or older adolescent experiences a primary or exclusive sexual attraction to prepubescent children.”
Teenage females are not prepubescent.
If they are old enough that boys their own age are attracted to them, then there is nothing biologically "unnatural" about older guys being similarly attracted.