We study networks of diffusively time-delay coupled oscillatory units and we show that networks with certain symmetries can exhibit a form of incomplete synchronization called partial synchronization. We present conditions for the existence and stability of partial synchronization modes in networks of oscillatory units that satisfy a semipassivity property and have convergent internal dynamics. In the study of synchronization in oscillator networks where coupling is diffusive and allows for time-delays, the focus is on deriving conditions that guarantee synchronization of all units in the network. We considered the question what happens if full synchronization cannot be achieved. Will there be no collective behavior at all or might it be possible that partial synchronization occurs, i.e., that some, but not all, units synchronize? We show that if a network contains certain symmetries, then these symmetries identify modes of partial synchronization. We present conditions for the existence and stability of partial synchronization modes in networks of diffusive time-delay coupled oscillatory units. The results are supported by numerical simulations in several networks of diffusively time-delay coupled neural Hindmarsh-Rose oscillators.