Using a gauge symmetry derived by applying the Dirac constraint formalism to supergravity with a cosmological term in 2 + 1 dimensions, we construct a gauge theory with many characteristics of Yang-Mills theory. The gauge transformation mixes two Bosonic fields and one Fermionic field.