MOOSE LAKE, Minn.—Brian McCurdy Jr. was racing his brand-new snowmobile here on Saturday, when he started to get a sinking feeling.

As Mr. McCurdy leaned into a turn, the engine wasn't revving high enough and began to sputter. Then, the machine really did sink—to the bottom of this town's namesake lake.

"We've...