On Thursday May 18, 1995, a powerful and destructive F4 tornado struck several towns near the city of Huntsville, Alabama, killing one person and causing extensive damage and devastation, including the destruction of the Anderson Hills subdivision. The tornado touched down just northwest of Athens. It tracked from that point through eastern Limestone County, through Harvest, Meridianville, and New Market in northern Madison County, Alabama, and ended near Princeton in northwest Jackson County, Alabama. The strongest portion of the tornado's path was near Harvest in northwest Madison County around the Anderson Hills subdivision and the Huntsville Dragway, lending the tornado its name. The tornado resulted in US$5 million (1995) in property damage.

Madison County

The tornado crossed into Madison County around 5:50 p.m. on Love Branch Road, just north of the Yarbrough Road intersection. It continued an east-northeasterly path across Carroll Road, Old Railroad Bed Road, and Wall Triana Highway, crossing just south of Harvest Elementary School. At 5:52 p.m., Madison County Fire dispatch reported that the tornado was on the ground near Harvest. The now violent tornado moved directly into Harvest and crossed Fords Chapel Road before taking a direct hit on the Anderson Hills subdivision along SR 53. At this point, the tornado was at F4 intensity and the subsequent survey would also reveal evidence of it having multiple vortices. A total of 39 well-constructed houses in the subdivision sustained major damage, and 21 were destroyed.