Try simplifying your configuration by keeping only your mouse and keyboard attached, that means:
Disconnecting multiple display monitors.
Remove discrete video cards, use the on-board graphics if your motherboard supports it.
Swap out memory modules - a RAM module might be corrupt - you can also ensure RAM sticks are installed slots 1 and 3. Your RAM modules might be corrupt, try scanning them for errors.
If you have more than one hard disk installed, disconnect all except the target disk where Windows 10 will be installed.
Disconnect all external devices, since connected devices can sometimes confuse setup.
If setup is successful after performing these tasks, you can reinstall each removed component.