My odorless mineral spirits have always been cloudy-white like milk. That is brand new and straight from the sealed bottle. Works great for all my drivetrain and bearing cleaning needs.

It's this one http://www.homedepot.com/Paint-Clean...atalogId=10053
Sounds like the same stuff you got.