diff --git a/CMakeModules/FindRSVG.cmake b/CMakeModules/FindRSVG.cmake
index cae658648..8d219ff21 100644
--- a/CMakeModules/FindRSVG.cmake
+++ b/CMakeModules/FindRSVG.cmake
@@ -5,7 +5,9 @@ IF(PKG_CONFIG_FOUND)
 
     INCLUDE(FindPkgConfig)
 
-    PKG_CHECK_MODULES(RSVG librsvg-2.0)
+    #Version 2.35 introduces the rsvg_cleanup function which is used
+    PKG_CHECK_MODULES(RSVG librsvg-2.0>=2.35)
+
     PKG_CHECK_MODULES(CAIRO cairo)
 
     IF (RSVG_FOUND AND NOT CAIRO_FOUND)