They were both escaping a war. They were both named after stars. They were both professors at Hogwarts. Those were the only three things Delta and Draco had in common; yet they couldn't escape each other.
Draco Malfoy and Harry Potter both suffer greatly from the war and come to an odd sort agreement which puts them in the position where they have to get... closer.