Welcome to Android Central! Which phone? On most Android devices, while powered on, press and hold Power until the Power Off menu appears. Press and hold the Power Off selection until the Safe Mode prompt appears. Tap OK.
On other phones, you have to reboot, and then during the boot process, press and hold Vol Down.