Open System Settings
Click Mouse
Turn off Natural scrolling to invert the scroll direction
If using a trackpad, open Trackpad in System Settings
Turn off Natural scrolling there as well
If using a third-party mouse app, check its scroll direction settings
Restart the mouse or unplug and reconnect it if the change does not apply immediately