When you get to the rbt by the crem, take the first right off the rbt (almost back on yourself and to the right of the furniture store).  The depot is a few hundred metres further on the right.  I think they open more or less normal local shop hours.  You can also get them at the petrol station in Santa Barbara which is open all day.  Same price.