This is not a pure arb. You are exposed to changes in the CTD, as well as changes in your cash financing rate. Even if you hedge out the optionality in the deliverable it becomes a curve trade. Mark-to-market swings can be considerable. Read Burkhardt's Treasury Bond Basis book to understand the mechanics.