Because Thor and Loki are dual opposites of each other, their relationship reflects their turbulent and contradictory set of characteristics. They are simultaneously friends/enemies, brothers/rivals, lovers/abusers.
Thor and Loki are inextricably bound to one another by fate and destiny. This is their glory and their tragedy. "I've told a million lies but now I tell a single truth / There's you in everything I do."