diff --git a/CHANGES b/CHANGES
index fb6151d99..e593be3ce 100644
--- a/CHANGES
+++ b/CHANGES
@@ -29,6 +29,12 @@ Release 1.1 (in development)
 Release 1.0.5 (in development)
 ==============================
 
+* #557: Add CSS styles required by docutils 0.7 for aligned images
+  and figures.
+
+* In the Makefile generated by LaTeX output, do not delete pdf files
+  on clean; they might be required images.
+
 * #535: Fix LaTeX output generated for line blocks.
 
 * #544: Allow ``.pyw`` as a source file extension.
diff --git a/doc/domains.rst b/doc/domains.rst
index 8cd7a0c7d..04fef38a5 100644
--- a/doc/domains.rst
+++ b/doc/domains.rst
@@ -288,11 +288,6 @@ explained by an example::
       :type limit: integer or None
       :rtype: list of strings
 
-It is also possible to combine parameter type and description, if the type is a
-single word, like this::
-
-   :param integer limit: maximum number of stack frames to show
-
 This will render like this:
 
    .. py:function:: format_exception(etype, value, tb[, limit=None])
@@ -307,6 +302,11 @@ This will render like this:
       :type limit: integer or None
       :rtype: list of strings
 
+It is also possible to combine parameter type and description, if the type is a
+single word, like this::
+
+   :param integer limit: maximum number of stack frames to show
+
 
 Cross-referencing Python objects
 ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
diff --git a/sphinx/texinputs/Makefile b/sphinx/texinputs/Makefile
index d5a73f5bb..ce0ebb837 100644
--- a/sphinx/texinputs/Makefile
+++ b/sphinx/texinputs/Makefile
@@ -49,8 +49,7 @@ bz2: tar
 	pdflatex $(LATEXOPTS) '$<'
 
 clean:
-	rm -f *.pdf *.dvi *.ps
-	rm -f *.log *.ind *.aux *.toc *.syn *.idx *.out *.ilg *.pla
+	rm -f *.dvi *.log *.ind *.aux *.toc *.syn *.idx *.out *.ilg *.pla
 
 .PHONY: all all-pdf all-dvi all-ps clean
 
diff --git a/sphinx/themes/agogo/static/agogo.css_t b/sphinx/themes/agogo/static/agogo.css_t
index 10f03c47a..f00243f3e 100644
--- a/sphinx/themes/agogo/static/agogo.css_t
+++ b/sphinx/themes/agogo/static/agogo.css_t
@@ -326,6 +326,37 @@ div.footer .left {
 
 /* Styles copied from basic theme */
 
+img.align-left, .figure.align-left, object.align-left {
+    clear: left;
+    float: left;
+    margin-right: 1em;
+}
+
+img.align-right, .figure.align-right, object.align-right {
+    clear: right;
+    float: right;
+    margin-left: 1em;
+}
+
+img.align-center, .figure.align-center, object.align-center {
+  display: block;
+  margin-left: auto;
+  margin-right: auto;
+}
+
+.align-left {
+    text-align: left;
+}
+
+.align-center {
+    clear: both;
+    text-align: center;
+}
+
+.align-right {
+    text-align: right;
+}
+
 /* -- search page ----------------------------------------------------------- */
 
 ul.search {
diff --git a/sphinx/themes/basic/static/basic.css b/sphinx/themes/basic/static/basic.css
index 69f30d4fb..925f7a53b 100644
--- a/sphinx/themes/basic/static/basic.css
+++ b/sphinx/themes/basic/static/basic.css
@@ -213,6 +213,24 @@ p.rubric {
     font-weight: bold;
 }
 
+img.align-left, .figure.align-left, object.align-left {
+    clear: left;
+    float: left;
+    margin-right: 1em;
+}
+
+img.align-right, .figure.align-right, object.align-right {
+    clear: right;
+    float: right;
+    margin-left: 1em;
+}
+
+img.align-center, .figure.align-center, object.align-center {
+  display: block;
+  margin-left: auto;
+  margin-right: auto;
+}
+
 .align-left {
     text-align: left;
 }