How to remove the option for admin mode?

By default, admins can activate admin mode any time. Note that this option is available for admins only.

To hide this option, add to your chat CSS this code.

.options-dialog .admin-mode-switch {   display: none; } 

Add this CSS code using the admin panel (see how in here for web CSS, here for mobile CSS).