It blends in with the background. Might happen on desktop too, I can’t remember. This might particularly be an issue because I have my phone on absolute minimum brightness, but it should be changed to have a bit higher contrast regardless.
I don’t think the color of native browser checkboxes (whey they aren’t checked) can be altered by websites.