I'd say it depends, on both how the couple recognizes other major milestones, and how big an event the purchase of the house was in their life.
Mr. DA & I don't have much of a tradition of celebrating our wedding anniversary, much less something like when I moved in with him; I can't imagine celebrating "our first house purchase anniversary." But, I can picture it for a couple who does make an event out of those "firsts."