diff --git a/CHANGELOG.md b/CHANGELOG.md
index fc701aa0d5..0982b0bb39 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -10,6 +10,7 @@
 
 ## Bug fixes
 
+- Fixed bug with `EntryPoints` in Spyder IDE ([#2584](https://github.com/pybamm-team/PyBaMM/pull/2584))
 - Fixed electrolyte conservation when options {"surface form": "algebraic"} are used
 - Fixed "constant concentration" electrolyte model so that "porosity times concentration" is conserved when porosity changes ([#2529](https://github.com/pybamm-team/PyBaMM/pull/2529))
 - Fix installation on `Google Colab` (`pybtex` and `Colab` issue) ([#2526](https://github.com/pybamm-team/PyBaMM/pull/2526))
diff --git a/pybamm/parameters/parameter_sets.py b/pybamm/parameters/parameter_sets.py
index 6144d1fdfc..19871f1ee6 100644
--- a/pybamm/parameters/parameter_sets.py
+++ b/pybamm/parameters/parameter_sets.py
@@ -57,8 +57,10 @@ def __load_entry_point__(self, key) -> callable:
         if key not in self.__all_parameter_sets:
             raise KeyError(f"Unknown parameter set: {key}")
         ps = self.__all_parameter_sets[key]
-        if isinstance(ps, importlib_metadata.EntryPoint):
+        try:
             ps = self.__all_parameter_sets[key] = ps.load()
+        except AttributeError:
+            pass
         return ps
 
     def __iter__(self):