Yes..
You can always do that.. You have to fill W7 form which can be obtained from IRS Gov website. You need to get signature from parents in the form and notarize thier copy of passports along with the form, you need to send the form to ITIN Unit, IRS, PO 447, Bensalem, PA -19020 address...