The automatic transmission on my 2000 tacoma is squeaking! Please help!

Whenever I accelerate out of the first and second gears my transmission makes a very loud, squeaky noise. Whenever I decelerate from first and second gears the same noise is generated. However, once I put my truck in neutral the noise vanishes. What could this possibly be? Your response is greatly appreciated! Thank you very much. You guys are the best!