The new stuff that I bought a while back lacks the VOCs and looks like skim milk. Is that what you use?
As David wrote, that sounds like the stuff that is cut with water. I won't use it.
The last time I purchased mineral spirits, I found it at our local Ace hardware store. It is a very well stocked place.
I did not see it at the big box store.