diff --git a/CMakeLists.txt b/CMakeLists.txt
index 68ce9537..b030d4a0 100644
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -39,7 +39,11 @@ PKG_CHECK_MODULES(LIBXML2 libxml-2.0 REQUIRED)
 FIND_PACKAGE(CURL 7.52.0 REQUIRED)
 
 IF (USE_GPGME)
-    FIND_PACKAGE(Gpgme REQUIRED)
+    PKG_SEARCH_MODULE(GPGME gpgme)
+    IF (NOT GPGME_FOUND)
+        FIND_PACKAGE(Gpgme REQUIRED)
+        SET (GPGME_LIBRARIES "${GPGME_VANILLA_LIBRARIES}")
+    ENDIF(NOT GPGME_FOUND)
     IF (ENABLE_SELINUX)
         PKG_CHECK_MODULES(SELINUX REQUIRED libselinux)
     ENDIF(ENABLE_SELINUX)
diff --git a/librepo/CMakeLists.txt b/librepo/CMakeLists.txt
index 68d78677..3a1ef840 100644
--- a/librepo/CMakeLists.txt
+++ b/librepo/CMakeLists.txt
@@ -70,7 +70,7 @@ TARGET_LINK_LIBRARIES(librepo
                         ${GLIB2_LIBRARIES}
                      )
 IF (USE_GPGME)
-    TARGET_LINK_LIBRARIES(librepo ${GPGME_VANILLA_LIBRARIES})
+    TARGET_LINK_LIBRARIES(librepo ${GPGME_LIBRARIES})
     IF (ENABLE_SELINUX)
         TARGET_LINK_LIBRARIES(librepo ${SELINUX_LIBRARIES})
     ENDIF(ENABLE_SELINUX)