If your opponent has gotten to the building first, you will get nothing (or 1 coin if they've only visited the building once). So, all dark buildings are guaranteed to have burglary rewards at the beginning of the game, but your opponents can change the playfield out from under you :)
(Also, it's possible that a dark building that doesn't have footprints next to it has still been burgled by an opponent saboteur.)