I am kind of surprised, in their website they clearly say to use travel document. Do they tell you to use passport? I think it won't be any issue but if you get in trouble at POE then they will not accept answers like someone on phone at USCIS told me to use my passport, they will go by what it is in their website.
It is just my opinion so may not be correct.