I have managed to fix this issue in Chrome with the help of @Karim. I was using React with the 'styled-components' package, and I needed to add CSS only.
It needs only -webkit-autofill, but I have also added the focus pseudo-class

:focus ~ label, :-webkit-autofill ~ label {
    // your css style change for the label input
}