I generally don't wash quilts before they leave, baby quilt or no.
I figure that is up to the parents to decide what they want to do with the quilt. If they want to just hang it on the wall, it's nice & crisp for them to do so.
If they want to use it for the baby, they'll likely wash it when it comes into the house, regardless of whether I washed it or not.