Faults, in terms of character, refer to inadequacy or mistakes of a person. In geology, a fault is a fracture or discontinuity in a piece of rock. It's clever for the person who wrote this joke to use "faults" to describe geologists since it is a geological term. The joke is playing on the word faults. 
OLD GEOLOGISTS never die , they just have their faults