Its just the horses instinct, to run if the rest of the horses are running. Although because he isn't in the wild now, and he has a rider on his back he has to obay your commands. Try turning him in a circle and ride him off in a different direction. He will soon learn. If you feel quite unsafe doing this, get another more expirenced rider to do it for you.
Oh yeah Welcome to the Horse Forum!!