I discovered the issue.
I was trying to only use an Insert Method, and set Delete, Upset and Update to NONE in the sink settings.
The Sink did not want that. Each time I closed the Data Flow and reopened it would reset all the methods.
That is what was causing the issue.
I just added an Alter Row transformation before the sink. That fixed it. It is now working as expected.