I have a lurcher (cross with collie) rescue dog and he did exactly the same thing. Things only began to change after he had his balls removed, that quietened him right down, but it took time. He used to love running away from me once it was time to put the lead on (could take hours to get him back, sometimes found him back at the house) and he has no interest in treats outside so it was very frustrating. Now he just stands there when I say 'stay', completely chilled. He's two now but for the first 18 months I thought, 'WTF am I going to do with this dog'?
Now he's taken to chasing and barking at bikes.. another story
Dogs like this are a challenge and test your patience but I always think you are the one they need, if you get my meaning.