Been switching environments a bit lately from Flash Builder to Flex Builder and back and using different SDKs.
When importing a new project that someone had checked in from a different version, the .flexLibProperties file was causing this issue.
After much scouring, I found something that worked.
Open .flexLibProperties and find the section <includeResource/>. Remove everything in that section.
Made the problem disappear.