Turn the A/C off and see if it still does it. 2004 and prior had "liquid slugging" issues, making the tensioners rattle on accel.

Could also be a cracked flexplate. Seen alot of cracked heat shields on mufflers, but they don't usually sound like they are und... Login to read more.