I am not a RC, but on the altar is the bread and wine and the holy vessels for Mass. Maybe Christ’s presence has yet to be invoked, but nevertheless is imminent. If I were a RC, I would certainly reverence the altar upon entering.
You are correct if you are that late. That would be about half way through the Mass when the Liturgy of the Eucharist begins.