diff --git a/CHANGELOG.rst b/CHANGELOG.rst
index 7959ee2c3..650639fc2 100644
--- a/CHANGELOG.rst
+++ b/CHANGELOG.rst
@@ -2,13 +2,14 @@
 Changelog
 =========
 
-v0.54 (unpublished)
+v0.54.0 (unreleased)
 --------------------
-Contributors to this version: Éric (:user:`coxipi`).
+Contributors to this version: Éric Dupuis (:user:`coxipi`), Pascal Bourgault (:user:`aulemahal`).
 
 Bug fixes
 ^^^^^^^^^
 * Conversion of units of multivariate DataArray is now properly handled in `sdba.TrainAdjust` and `sdba.Adjust`. There was a bug where the units could be changed before a conversion of the magntitudes could occur. (:pull:`1972`).
+* Fix for indicators that output "delta" Celsius degrees. (:pull:`1973`).
 
 v0.53.1 (2024-10-21)
 --------------------
diff --git a/tests/test_indicators.py b/tests/test_indicators.py
index 997d2719b..d61b77bd7 100644
--- a/tests/test_indicators.py
+++ b/tests/test_indicators.py
@@ -286,6 +286,20 @@ def test_temp_unit_conversion(tas_series):
     np.testing.assert_array_almost_equal(txk, txc + 273.15)
 
 
+def test_temp_diff_unit_conversion(tasmax_series, tasmin_series):
+    tx = tasmax_series(np.arange(365) + 1, start="2001-01-01")
+    tn = tasmin_series(np.arange(365), start="2001-01-01")
+    txC = convert_units_to(tx, "degC")
+    tnC = convert_units_to(tn, "degC")
+
+    ind = xclim.atmos.daily_temperature_range.from_dict(
+        {"units": "degC"}, "dtr_degC", "test"
+    )
+    out = ind(tasmax=txC, tasmin=tnC)
+    assert out.attrs["units"] == "degC"
+    assert out.attrs["units_metadata"] == "temperature: difference"
+
+
 def test_multiindicator(tas_series):
     tas = tas_series(np.arange(366), start="2000-01-01")
     tmin, tmax = multiTemp(tas, freq="YS")
diff --git a/xclim/core/indicator.py b/xclim/core/indicator.py
index 3023eb906..768a580c8 100644
--- a/xclim/core/indicator.py
+++ b/xclim/core/indicator.py
@@ -853,7 +853,7 @@ def __call__(self, *args, **kwds):
 
         # Convert to output units
         outs = [
-            convert_units_to(out, attrs["units"], self.context)
+            convert_units_to(out, attrs, self.context)
             for out, attrs in zip(outs, out_attrs, strict=False)
         ]