diff --git a/src/ert/config/gen_kw_config.py b/src/ert/config/gen_kw_config.py
index f371c5622d1..442eede74ff 100644
--- a/src/ert/config/gen_kw_config.py
+++ b/src/ert/config/gen_kw_config.py
@@ -224,6 +224,32 @@ def _check_valid_triangular_parameters(prior: PriorDict) -> None:
                     ).set_context(self.name)
                 )
 
+        def _check_valid_derrf_parameters(prior: PriorDict) -> None:
+            key = prior["key"]
+            dist = prior["function"]
+            steps, min_, max_, _, width = prior["parameters"].values()
+            if not (steps >= 1 and steps.is_integer()):
+                errors.append(
+                    ErrorInfo(
+                        f"NBINS {steps} must be a positive integer larger than 1"
+                        f" for {dist} distributed parameter {key}",
+                    ).set_context(self.name)
+                )
+            if not (min_ < max_):
+                errors.append(
+                    ErrorInfo(
+                        f"The minimum {min_} must be less than the maximum {max_}"
+                        f" for {dist} distributed parameter {key}",
+                    ).set_context(self.name)
+                )
+            if not (width > 0):
+                errors.append(
+                    ErrorInfo(
+                        f"The width {width} must be greater than 0"
+                        f" for {dist} distributed parameter {key}",
+                    ).set_context(self.name)
+                )
+
         unique_keys = set()
         for prior in self.get_priors():
             key = prior["key"]
diff --git a/tests/ert/unit_tests/config/test_gen_kw_config.py b/tests/ert/unit_tests/config/test_gen_kw_config.py
index b88d582a9e8..32aaa21c662 100644
--- a/tests/ert/unit_tests/config/test_gen_kw_config.py
+++ b/tests/ert/unit_tests/config/test_gen_kw_config.py
@@ -681,3 +681,39 @@ def test_validation_triangular_distribution(
                 ErtConfig.from_file("config.ert")
         else:
             ErtConfig.from_file("config.ert")
+
+
+@pytest.mark.parametrize(
+    "distribution, nbins, min, max, skew, width, error",
+    [
+        ("DERRF", "10", "-1", "3", "-1", "2", None),
+    ],
+)
+def test_validation_derrf_distribution(
+    tmpdir, distribution, nbins, min, max, skew, width, error
+):
+    with tmpdir.as_cwd():
+        config = dedent(
+            """
+        JOBNAME my_name%d
+        NUM_REALIZATIONS 1
+        GEN_KW KW_NAME template.txt kw.txt prior.txt
+        """
+        )
+        with open("config.ert", "w", encoding="utf-8") as fh:
+            fh.writelines(config)
+        with open("template.txt", "w", encoding="utf-8") as fh:
+            fh.writelines("MY_KEYWORD <MY_KEYWORD>")
+        with open("prior.txt", "w", encoding="utf-8") as fh:
+            fh.writelines(
+                f"MY_KEYWORD {distribution} {nbins} {min} {max} {skew} {width}"
+            )
+
+        if error:
+            with pytest.raises(
+                ConfigValidationError,
+                match=error,
+            ):
+                ErtConfig.from_file("config.ert")
+        else:
+            ErtConfig.from_file("config.ert")