Here's why the Purdue University Boilermakers are called Boilermakers.
When Purdue first got a football team, they sucked. A lot. So the football coach decided to recruit a bunch of especially large men who worked on the local railroad to join Purdue's football team. Since they worked on the railroad, these players were referred to as the "Boilermakers", since boilers are an integral part of the steam engine.