Like many farmers in Kentucky, Brian Furnish has for years struggled to find crops to replace tobacco.

He thinks he has one candidate: industrial hemp, the cousin of marijuana used to make everything from cosmetics to car parts. It grows well in small plots, and demand for some hemp-based products is on the rise. The problem is that federal law makes it virtually impossible to grow the crop in the U.S.

"We...