I think there are different levels of understanding.

I can't speak for the original poster, but I'm an extremely pragmatic sort of reader and will move on from material once I "feel" I have a grasp of the concepts involved and can "see where the author(s) are coming from". Others might not be comfortable with saying they understand a paper until they reach a similar level of insight as the authors and perhaps even the level to reproduce the results.