The canonical site is ftp://ftp.gtk.org/pub/gtk.
This site tends to get busy around the time of a new GTK+ release so try and use one of the mirror sites that are listed in ftp://ftp.gtk.org/etc/mirrors
Here's a few mirror sites to get you started: