A bomb is an explosive device designed to explode when detonated. Blow up is another term for explode. Blow up also means to get extremely and openly angry. The joke is centered around the term "blow up" and using it to describe how a bomb inventor may act.
Don ' t argue with a bomb inventor - he might blow up at you .