Hi, Welcome to Linux Questions.
Which version of Linux Mint are you using? I'm using Mint 18, adjusting the mouse speed/acceleration is via sliders and seems to happen as you adjust. (there are no "Apply" or "OK" buttons.)
Did you exit the mouse/trackpad control panel before restarting your computer?
Play Bonny!