The Theory of Probability by B. V. Gnedenko. Widely regarded as a foundational graduate-level text, covering the axiomatic setup of probability theory, finite Markov chains, distribution functions, the laws of large numbers, characteristic functions, the central limit theorem, and the Poisson process, among other core topics.