Modify your doxygen input file, usually named Doxyfile, with the following options:
HTML_EXTRA_STYLESHEET = "css/style.css" \
"css/dark_style.css"
Custom made HTML header and footer by enabling this features with:
HTML_HEADER = "header.html"
HTML_FOOTER = "footer.html"