It is shown that the 5-D "black hole" solutions of Kaluza-Klein theory can be reduced to new exact solutions of 4-D general relativity in which the matter is a spherically symmetric anisotropic fluid of radiation. This approach also provides new insights into the parameters and solutions of Kaluza-Klein theory.