If you miss the punch line to a Japanese joke, don't feel bad. It's simply unrealistic to use something as elusive as humor to measure your ability to understand a foreign language.
On the other hand, knowing what makes people laugh is a great incentive for language study.
Years ago, I found the lessons in my university's Japanese textbook rather dull, and set out to supplement them with more amusing materials.