Kurt had heard the announcement to capture Gambit over the loudspeakers and the heavy fall of boots marching through the halls, coming closer. He needed to get Rouge and get out of here before they were accidentally arrested and subjected to... God knows what...
Kurt assessed the situation and placed his hand upon Rouge's (covered shoulder). "Come, let's go!" It was only fair warning, to let Rouge know he was going to teleport away.