diff --git a/CHANGES b/CHANGES
index bff398d76..8e77f1099 100644
--- a/CHANGES
+++ b/CHANGES
@@ -37,6 +37,7 @@ Bugs fixed
   Now sphinx use colorama>=0.3.5 to avoid this problem.
 * #2072: Fix footnotes in chapter-titles do not appear in PDF output
 * #1580: Fix paragraphs in longtable don't work in Latex output
+* #1366: Fix centered image not centered in latex
 
 Release 1.3.3 (released Dec 2, 2015)
 ====================================
diff --git a/sphinx/writers/latex.py b/sphinx/writers/latex.py
index 38a2a8459..ce27dd07b 100644
--- a/sphinx/writers/latex.py
+++ b/sphinx/writers/latex.py
@@ -1285,12 +1285,12 @@ class LaTeXTranslator(nodes.NodeVisitor):
                 (1, 'top'): ('', ''),
                 (1, 'middle'): ('\\raisebox{-0.5\\height}{', '}'),
                 (1, 'bottom'): ('\\raisebox{-\\height}{', '}'),
-                (0, 'center'): ('{\\hfill', '\\hfill}'),
+                (0, 'center'): ('{\\hspace*{\\fill}', '\\hspace*{\\fill}}'),
                 # These 2 don't exactly do the right thing.  The image should
                 # be floated alongside the paragraph.  See
                 # http://www.w3.org/TR/html4/struct/objects.html#adef-align-IMG
-                (0, 'left'): ('{', '\\hfill}'),
-                (0, 'right'): ('{\\hfill', '}'),
+                (0, 'left'): ('{', '\\hspace*{\\fill}}'),
+                (0, 'right'): ('{\\hspace*{\\fill}', '}'),
             }
             try:
                 pre.append(align_prepost[is_inline, attrs['align']][0])