Same crap happened to me. I bought my first piece and I preferred the base stats, only to realize later that the set bonuses would not be ideal.
I did submit a ticket and got a response (see below) but in the end I decided to keep it, as I can do some testing with different sets.
This is some very useful information regarding their policy on refunding items, which I never knew myself.