diff --git a/0001-Revert-Fix-build-with-latest-gmime3.patch b/0001-Revert-Fix-build-with-latest-gmime3.patch
deleted file mode 100644
index 15ba3c6..0000000
--- a/0001-Revert-Fix-build-with-latest-gmime3.patch
+++ /dev/null
@@ -1,69 +0,0 @@
-From d7f41453d85fa5e0f4d1a8c81ceda49a99be5227 Mon Sep 17 00:00:00 2001
-From: Bastien Nocera <hadess@hadess.net>
-Date: Fri, 25 Aug 2017 11:29:10 +0200
-Subject: [PATCH] Revert "Fix build with latest gmime3"
-
-This reverts commit 4329dda2c53f9a7bd2a3f6dd9334d4eb5207e9fd.
----
- configure.ac                |  8 ++++++--
- src/podcasts/grl-podcasts.c | 10 +++++-----
- 2 files changed, 11 insertions(+), 7 deletions(-)
-
-diff --git a/configure.ac b/configure.ac
-index 90c985c..aeba852 100644
---- a/configure.ac
-+++ b/configure.ac
-@@ -164,7 +164,11 @@ fi
- 
- PKG_CHECK_MODULES([JSON], [json-glib-1.0], HAVE_JSON_GLIB=yes, HAVE_JSON_GLIB=no)
- 
--PKG_CHECK_MODULES(GMIME, [gmime-3.0], HAVE_GMIME=yes, HAVE_GMIME=no)
-+PKG_CHECK_MODULES(GMIME, gmime-3.0,
-+                         HAVE_GMIME=yes,
-+                         [PKG_CHECK_MODULES(GMIME, gmime-2.6,
-+                                                   HAVE_GMIME=yes,
-+                                                   HAVE_GMIME=no)])
- 
- PKG_CHECK_MODULES(AVAHI, [avahi-gobject avahi-glib avahi-client], HAVE_AVAHI=yes, HAVE_AVAHI=no)
- 
-@@ -486,7 +490,7 @@ AC_ARG_ENABLE(podcasts,
-                            AC_MSG_ERROR([sqlite3 not found, install it or use --disable-podcasts])
-                         fi
-                         if test "x$HAVE_GMIME" = "xno"; then
--                           AC_MSG_ERROR([gmime-3.0 not found, install it or use --disable-podcasts])
-+                           AC_MSG_ERROR([gmime-2.4 or gmime-2.6 not found, install it or use --disable-podcasts])
-                         fi
-                         ;;
-                 esac
-diff --git a/src/podcasts/grl-podcasts.c b/src/podcasts/grl-podcasts.c
-index 953e63a..14a0868 100644
---- a/src/podcasts/grl-podcasts.c
-+++ b/src/podcasts/grl-podcasts.c
-@@ -638,8 +638,10 @@ build_media (GrlMedia *content,
- 
-     grl_media_set_id (media, url);
-     if (date) {
-+      time_t t;
-       GDateTime *date_time;
--      date_time = g_mime_utils_header_decode_date (date);
-+      t = g_mime_utils_header_decode_date (date, NULL);
-+      date_time = g_date_time_new_from_unix_utc (t);
-       grl_media_set_publication_date (media, date_time);
-       g_date_time_unref (date_time);
-     }
-@@ -1275,10 +1277,8 @@ parse_feed (OperationSpec *os, const gchar *str, GError **error)
-   /* Check podcast pubDate (if available), if it has not been updated
-      recently then we can use the cache and avoid parsing the feed */
-   if (podcast_data->published != NULL) {
--    GDateTime *date_time =
--      g_mime_utils_header_decode_date (podcast_data->published);
--    gint64 pub_time = g_date_time_to_unix (date_time);
--    g_date_time_unref (date_time);
-+    time_t pub_time =
-+      g_mime_utils_header_decode_date (podcast_data->published, NULL);
-     if (pub_time == 0) {
-       GRL_DEBUG ("Invalid podcast pubDate: '%s'", podcast_data->published);
-       /* We will parse the feed again just in case */
--- 
-2.13.5
-
diff --git a/grilo-plugins.spec b/grilo-plugins.spec
index 4a5c9e8..4b84ca9 100644
--- a/grilo-plugins.spec
+++ b/grilo-plugins.spec
@@ -6,16 +6,13 @@
 
 Name:		grilo-plugins
 Version:	0.3.5
-Release:	1%{?dist}
+Release:	2%{?dist}
 Summary:	Plugins for the Grilo framework
 
 License:	LGPLv2+
 URL:		https://wiki.gnome.org/Projects/Grilo
 Source0:	https://download.gnome.org/sources/grilo-plugins/%{release_version}/grilo-plugins-%{version}.tar.xz
 
-# Until gmime 3.0 is in Fedora
-Patch0:		0001-Revert-Fix-build-with-latest-gmime3.patch
-
 BuildRequires:	avahi-gobject-devel
 BuildRequires:	grilo-devel >= %{grilo_version}
 BuildRequires:	glib2-devel
@@ -38,12 +35,10 @@ BuildRequires:	libgdata-devel
 BuildRequires:	totem-pl-parser-devel
 BuildRequires:	tracker-devel
 %if 0%{?fedora}
-BuildRequires:	gmime-devel
+BuildRequires:	gmime30-devel
 %endif
 BuildRequires:	libdmapsharing-devel
 BuildRequires:	json-glib-devel
-BuildRequires:	autoconf automake libtool autoconf-archive gnome-common
-BuildRequires:	git-core
 
 Requires:	dleyna-server
 Requires:	gnome-online-accounts%{_isa} >= %{goa_version}
@@ -75,8 +70,7 @@ This package contains plugins to get information from theses sources:
 - Youtube
 
 %prep
-%autosetup -S git
-autoreconf -f -i
+%autosetup -p1
 
 %build
 %configure				\
@@ -108,7 +102,6 @@ sed -i -e 's! -shared ! -Wl,--as-needed\0!g' libtool
 
 make %{?_smp_mflags}
 
-
 %install
 %make_install
 
@@ -128,6 +121,9 @@ rm -f $RPM_BUILD_ROOT%{_bindir}/*
 %{_libdir}/grilo-%{release_version}/*.so*
 
 %changelog
+* Fri Sep 08 2017 Kalev Lember <klember@redhat.com> - 0.3.5-2
+- Switch to gmime 3.0
+
 * Fri Aug 25 2017 Bastien Nocera <bnocera@redhat.com> - 0.3.5-1
 + grilo-plugins-0.3.5-1
 - Update to 0.3.5