Thanks to TEC <tecosaur@gmail.com> who suggested this.
@@ -139,7 +139,7 @@ MKDIR = install -m 755 -d
MAKEINFO = makeinfo
# How to create the HTML file
-TEXI2HTML = makeinfo --html --number-sections
+TEXI2HTML = makeinfo --html --number-sections --css-ref "https://www.gnu.org/software/emacs/manual.css"
# How to find files
FIND = find