TL;DR:

1. The FDA is bad at communication, which stokes conspiracy theories.

After aspartame is consumed, it immediately breaks down into three naturally occurring chemicals. Even large amounts of aspartame cause smaller fluctuations in those chemicals than normal food. The current science says that the health impact of aspartame is essentially zero. Every credible body that has studied this question has reached the same conclusion.