Correlations between antiprotons have been studied in approximately 3.9 million hadronic Z$^0$ decays recorded with the OPAL detector at LEP between 1992-1995. Antiprotons were identified in the central tracking chamber using their specific energy loss in the drift chamber gas. The correlations were studied as a function of $Q$, the 4-momentum difference of the pair. A deficiency of pairs in the region $Q<3$~GeV was observed, which can be attributed to Fermi-Dirac statistics. The parameters of the Fermi-Dirac correlation were measured to be $ \lambda = 0.76 \pm 0.16 {\mathrm {(stat)}} \pm 0.29 {\mathrm {(syst)}}$ for the strength and $ R = 0.142 \pm 0.035 {\mathrm {(stat)}} \pm 0.047 {\mathrm {(syst)}}$~fm for the antiproton source radius. In order to establish that this effect is due to the identical nature of the particles, we also studied antiproton-$\overline{\Lambda}$ correlations and did not observe a similar effect.