In 1906, in a game against Randolph-Macon in Raleigh, the Farmers attempted their first forward pass, a play that had only recently become legal and at the time was still considered a "trick" play. The following season was the program's most successful yet. Under coach Mickey Whitehurst, A&M won the South Atlantic Intercollegiate Athletic Association championship with a 6–0–1 record. That season, the program also recorded its first ever victory over Virginia. The Farmers played their home games that season on campus at the New Athletic Park, which would later be known as Riddick Stadium. In addition to Pullen Park, the state fairgrounds had hosted some games prior to the opening of the new stadium.