diff --git a/doc_src/python_docs_theme/static/pydoctheme.css b/doc_src/python_docs_theme/static/pydoctheme.css
index 4b0439f11..f25684ed2 100644
--- a/doc_src/python_docs_theme/static/pydoctheme.css
+++ b/doc_src/python_docs_theme/static/pydoctheme.css
@@ -195,6 +195,11 @@ tt, code, pre {
     background-color: inherit;
 }
 
+pre, div[class*="highlight-"] {
+    /* For some reason sphinx since 3.1.2 sets "clear: both" here, which breaks in interesting ways */
+    clear: unset;
+}
+
 div.body tt, div.body code {
     border-radius: 3px;
 }