Oscar mentions he was out buying cigarettes and it took a while because menthols were hard to find in the afterlife. Later, when Jesus confiscates them, they aren't menthol. They're lights.
Although they are supposed to be in Heaven, at the back of Gandhi's sanctum you can clearly see a garage door.