Always is relative - it isn't always convenient from a timing perspective, especially if a transfer is needed as many trains drop to 20 minute intervals for the late-night, and missing one can mean a long wait on a platform - but I have never shied away from a late night subway ride out of safety concerns.

Prudence, alertness and common sense are important, but the system is not inherently unsafe.