Elementary: Freedman, Pisani, Purves, "Statistics" (uses some unconventional terminology)

Intermediate: Rice, "Mathematical Statistics and Data Analysis"

Wasserman's "All of Statistics" is also a very good book except that it is too terse to be a primary text.