diff --git a/projects/ghostscript/Dockerfile b/projects/ghostscript/Dockerfile
index 21dadb540..c4cdbd9dd 100644
--- a/projects/ghostscript/Dockerfile
+++ b/projects/ghostscript/Dockerfile
@@ -17,8 +17,9 @@
 FROM gcr.io/oss-fuzz-base/base-builder
 MAINTAINER skau@google.com
 
-RUN apt-get update && apt-get install -y autoconf zlibc liblcms2-dev libfreetype6-dev libpng-dev libtiff-dev
+RUN apt-get update && apt-get install -y autoconf zlibc libtool liblcms2-dev libpng-dev libtiff-dev
 RUN git clone --branch branch-2.2 --single-branch --depth 1 https://github.com/apple/cups.git cups
+RUN git clone --branch VER-2-10-1 --single-branch --depth 1 https://git.savannah.nongnu.org/git/freetype/freetype2.git freetype
 RUN git clone --single-branch --depth 1 git://git.ghostscript.com/ghostpdl.git ghostpdl
 
 RUN mkdir ghostpdl/fuzz
diff --git a/projects/ghostscript/build.sh b/projects/ghostscript/build.sh
index b6f9a827f..11ca104f8 100755
--- a/projects/ghostscript/build.sh
+++ b/projects/ghostscript/build.sh
@@ -36,14 +36,16 @@ rm -rf libpng || die
 rm -rf tiff || die
 rm -rf zlib || die
 
-export CUPSCONFIG="$WORK/cups-config"
+mv ../freetype freetype
+
+CUPSCONFIG="$WORK/cups-config"
 CUPS_CFLAGS=$($CUPSCONFIG --cflags)
 CUPS_LDFLAGS=$($CUPSCONFIG --ldflags)
 CUPS_LIBS=$($CUPSCONFIG --image --libs)
 export CXXFLAGS="$CXXFLAGS $CUPS_CFLAGS"
 
-./autogen.sh
-CPPFLAGS="${CPPFLAGS:-} $CUPS_CFLAGS" ./configure \
+CPPFLAGS="${CPPFLAGS:-} $CUPS_CFLAGS" ./autogen.sh \
+  CUPSCONFIG=$CUPSCONFIG \
   --enable-freetype --enable-fontconfig \
   --enable-cups --with-ijs --with-jbig2dec \
   --with-drivers=cups,ljet4,laserjet,pxlmono,pxlcolor,pcl3,uniprint