Site keeps showing "Dark" color palette even though I set it to "Light"

From /admin/customize/themes , the default theme, Dark, will have an asterisk - * - next to its name. Open it and you can disable the box Theme is enabled by default.

Then you can go to an alternative theme and set it to be the default.