Melt butter in a large saucepan over medium heat. Cook flour for a minute to brown. Pour in milk, salt, pepper, and sugar. Continue to cook for a few minutes, while whisking constantly until sauce has thickened.
Mix corn into sauce, let cook for a minute to heat through.