diff --git a/libvoikko.spec b/libvoikko.spec
index 2a177bb..e6a684b 100644
--- a/libvoikko.spec
+++ b/libvoikko.spec
@@ -1,6 +1,6 @@
 Name:           libvoikko
 Version:        2.2
-Release:        0.1.rc1%{?dist}
+Release:        0.2.rc1%{?dist}
 Summary:        Voikko is a library for spellcheckers and hyphenators
 
 Group:          System Environment/Libraries
@@ -57,6 +57,10 @@ scripts.
 %build
 # The dictionary path must be the same where malaga-suomi-voikko is installed
 %configure --with-dictionary-path=%{_libdir}/voikko
+# Remove rpath,
+# https://fedoraproject.org/wiki/Packaging/Guidelines#Removing_Rpath
+sed -i 's|^hardcode_libdir_flag_spec=.*|hardcode_libdir_flag_spec=""|g' libtool
+sed -i 's|^runpath_var=LD_RUN_PATH|runpath_var=DIE_RPATH_DIE|g' libtool
 make %{?_smp_mflags}
 
 
@@ -99,6 +103,10 @@ rm -rf $RPM_BUILD_ROOT
 %{_libdir}/pkgconfig/libvoikko.pc
 
 %changelog
+* Wed Sep 16 2009 Ville-Pekka Vainio <vpivaini AT cs.helsinki.fi> - 2.2-0.2.rc1
+- Remove rpath which was set for the voikko-tools binaries in 64 bit
+  architechtures
+
 * Tue Sep 15 2009 Ville-Pekka Vainio <vpivaini AT cs.helsinki.fi> - 2.2-0.1.rc1
 - New release candidate
 - Improvements to spelling suggestions, grammar checker etc.