 Applegate was born on June 21, 1914, in Oregon.He was a descendant of Charles Applegate, who blazed the Oregon Trail in 1843 with his brothers Jesse and Lindsay and established the Applegate Trail.Applegate began hunting and shooting at a young age and learned marksmanship from his uncle Gus Peret who was a famed exhibition shooter and professional hunter at the time.