diff --git a/libpeas.spec b/libpeas.spec
index 4dc9a61..877003d 100644
--- a/libpeas.spec
+++ b/libpeas.spec
@@ -8,13 +8,14 @@
 
 Name:           libpeas
 Version:        1.20.0
-Release:        2%{?dist}
+Release:        3%{?dist}
 Summary:        Plug-ins implementation convenience library
 
 License:        LGPLv2+
 URL:            https://wiki.gnome.org/Projects/Libpeas
 Source0:        https://download.gnome.org/sources/%{name}/1.20/%{name}-%{version}.tar.xz
 
+BuildRequires:  chrpath
 BuildRequires:  gcc
 BuildRequires:  make
 BuildRequires:  intltool
@@ -80,7 +81,17 @@ that are needed to write applications that use libpeas.
 
 %install
 %make_install
+
 find %{buildroot}%{_libdir} -type f -name '*.la' -print -delete
+
+# Remove rpath as per https://fedoraproject.org/wiki/Packaging/Guidelines#Beware_of_Rpath
+chrpath --delete $RPM_BUILD_ROOT%{_bindir}/peas-demo
+chrpath --delete $RPM_BUILD_ROOT%{_libdir}/libpeas-1.0/loaders/libpython3loader.so
+chrpath --delete $RPM_BUILD_ROOT%{_libdir}/libpeas-1.0/loaders/libpythonloader.so
+chrpath --delete $RPM_BUILD_ROOT%{_libdir}/libpeas-gtk-1.0.so
+chrpath --delete $RPM_BUILD_ROOT%{_libdir}/peas-demo/plugins/helloworld/libhelloworld.so
+chrpath --delete $RPM_BUILD_ROOT%{_libdir}/peas-demo/plugins/secondtime/libsecondtime.so
+
 %find_lang libpeas
 
 %post
@@ -134,6 +145,9 @@ gtk-update-icon-cache %{_datadir}/icons/hicolor >&/dev/null || :
 %{_datadir}/glade/catalogs/libpeas-gtk.xml
 
 %changelog
+* Thu Nov 24 2016 Kalev Lember <klember@redhat.com> - 1.20.0-3
+- Remove lib64 rpaths
+
 * Tue Nov 08 2016 Igor Gnatenko <i.gnatenko.brain@gmail.com> - 1.20.0-2
 - Trivial fixes in spec
 - disable silent building