Gatlin pernah dinyatakan positip menggunakan obat terlarang, berdasar resep dokter pada 2001 untuk mengurangi kurangnya perhatiannya.
Gatlin failed a drugs test in 2001 for a prescribed medication for Attention Deficit Disorder. He was reinstated by the International Association of Athletics Federations the following year.