I tried a few texts mentioned here, but Hugo Touchette's arxiv article, 89 pages, is my favorite. Kept simple, well motivated, and with links to all the more rigorous/difficult stuff.
In his (and other's) opinion the mathematics of statistical mechanics is large deviation theory (or at least it is as close as it gets). He is quite convincing.