Premiere Pro CS6, and later
Some users have trouble dragging a clip into the Timeline with audio. Only the video or audio portion of the clip appears.
Make sure video and audio is patched in the Timeline, then drag the clip to the Timeline. In certain cases it is not automatically patched.
(Premiere Pro CS5.5, and earlier)
See this video: