Anthony began his racing career at age six in go-karts. He raced both oval and road courses with equal success and multiple trips to victory lane. He took five years off of racing to play other sports before returning to racing at age 15 in a Legends car. He was then noticed by North Carolina-based Late Model Stock Car development team, Lee Faulk Racing, who offered him an opportunity in their program.