In this paper, CaO-B2O3-2SiO2: Eu2+ and CaO-B2O3-2SiO2: Eu2+, Ce3+ fluorescent glasses have been synthesized by a conventional melt-quenching method. First, under 350nm excitation, the CaO-B2O3-2SiO2: Ce3+ luminescent glass emits light at about 400nm, and the optimum dosage is 0.3mol%. Then, under 400nm UV excitation, the CaO-B2O3-2SiO2: Eu2+ luminescent glasses showed a strong emission with a peak around 460nm and a half wavelength of 95nm. The results showed that the luminescence of this glass was greatest when the doping amount was 0.3mol% and gradually decreased with increase of the doping amount. After calculation and analysis, it was found that this was due to the nonradiative energy transfer between Eu2+ ions. The mechanism of energy transfer was dipole–dipole interaction. Finally, Ce3+/Eu2+ co-doped luminescent glasses were also successfully prepared with strong emission. The existence of energy transfer was demonstrated by theoretical and practical measurement data. CaO-B2O3-2SiO2: Ce3+, Eu2+ can be used as blue fluorescent glass for white light illumination.