Of course you can turn down the signed offer

The IT department will be very happy that they do not need to setup the phone and computer for you.
Just write a email or call your HR or recruiter:

I get an offer I can't reject. Will work for you later if the chance come later.

They understood.

How do I know: Yes, I saw this happen N times.