We performed a size-controlled synthesis of Pd nanoparticles (NPs) by changing the initial concentration of Pd in a solution. The correlation between the hydrogen absorption isotherm (denoted as pressure–composition–temperature (PCT)) and the Pd particle size was examined by focusing on sizes between 5 and 10 nm in diameter. The PCT curves confirmed the characteristics of Pd NPs less than 10 nm in diameter, which were different from those of bulk Pd and strongly dependent on the crystallite size. The hydrogen isotherms of the 6.5 and 6.8 nm Pd NPs showed that the final amount of hydrogen was 0.3 at 0.1 MPa and their plateaus were shorter, with a steeper gradient. The hydrogen isotherm of the 5.5 nm NP showed no plateau and realized the nanoscale-regime phenomenon. For the hydrogen absorption of Pd, based on our experimental findings, the size-dependent tipping point between the bulk and NP regimes seems to lie at about 6 nm in diameter.