Frizbe,
If you've just got the dog why should he come back to you?? Try letting him settle in to your home and routine and helping him to feel secure before you try taking him anywhere off lead ;) Once he's coming to you in the house reliably you can try calling him from the garden and rewarding/praising him. Don't forget that at 18 months he's a teenager and his hormones are more important than any recall ;) this is possibly why he was in rescue ;)
If you haven't already got it Gwen Bailey's THE PERFECT PUPPY book will be a godsend, also The Rescue dog/Adopt the Perfect Rescue Dog by Gwen Bailey a review of which can be found here
http://www.dogbehaviour.com/books/rescue.htmHope this helps
Regards
Dill