The story
From bobs, the short runners on which the bobsleigh is based (as opposed to a usual sleigh on long runners continuing all the way along the vehicle); further etymology unclear. Attested since 1839 as bob-sled, long before the invention of the sport.
Etymology from Wiktionary, CC BY-SA 4.0.