"Being late to submit an application" isn't a protected characteristic. If you have enough good candidates within the deadline, proceed with those who remembered to attach a CV. But if not, go ahead and ask this one to send it.
Getting too wrapped up in what's "fair" (in the colloquial rather than legal sense) can lead you to ignore what's in the best interests of your employer.