Here are four books I recommend you start with. The first three are not really statistics textbooks but cover concepts that are universal in all data collection and analysis. So before you get to things like t-tests, normal or otherwise distributions, R^2, and the other alphabet soup of statistical jargon...I'd read them first. The last is a book that is more technical...and it will teach you JMP along the way.
"Out of the Crisis", Deming
"The Economic Control of the Quality of Manufactured Product", Shewhart
"Understanding Variation", Wheeler
"JMP Start Statistics" Sall et.al.