I found this article in the Notices of American Mathematical Society(AMS). It samples and studies types of mathematical humours common with mathematical folk as well as with outsiders. Have a look for yourself:

Foolproof: A Samplingof Mathematical FolkHumor

The featured image is borrowed from XKCD comics.