diff --git a/CHANGES.md b/CHANGES.md
index e9ca767644..e78c8e48e7 100644
--- a/CHANGES.md
+++ b/CHANGES.md
@@ -1,11 +1,8 @@
 Synapse 1.12.3 (2020-04-03)
 ===========================
 
-Internal Changes
-----------------
-
-- Roll back the pin to Pillow 7.0 which was introduced in Synapse 1.12.2. ([\#7212](https://github.com/matrix-org/synapse/issues/7212))
-
+- Remove the the pin to Pillow 7.0 which was introduced in Synapse 1.12.2, and
+correctly fix the issue with building the Debian packages. ([\#7212](https://github.com/matrix-org/synapse/issues/7212))
 
 Synapse 1.12.2 (2020-04-02)
 ===========================