Does the trust need to be set up before closing of escrow?

If you plan to do a 1031 exchange and the funds are going to a 1031 intermediary, then no. However, if you do not plan to do a 1031 exchange or your transaction does not qualify, then yes, the Deferred Sales Trust needs to be set up before closing of escrow.