diff --git a/nerfstudio/field_components/encodings.py b/nerfstudio/field_components/encodings.py
index 94cd1f189..71d3e4a6c 100644
--- a/nerfstudio/field_components/encodings.py
+++ b/nerfstudio/field_components/encodings.py
@@ -34,7 +34,7 @@ try:
     import tinycudann as tcnn
 
     TCNN_EXISTS = True
-except ImportError:
+except ModuleNotFoundError:
     TCNN_EXISTS = False
 
 
diff --git a/nerfstudio/fields/instant_ngp_field.py b/nerfstudio/fields/instant_ngp_field.py
index b75c539ed..3941e7ec9 100644
--- a/nerfstudio/fields/instant_ngp_field.py
+++ b/nerfstudio/fields/instant_ngp_field.py
@@ -38,7 +38,7 @@ from nerfstudio.fields.base_field import Field, shift_directions_for_tcnn
 
 try:
     import tinycudann as tcnn
-except ImportError:
+except ModuleNotFoundError:
     # tinycudann module doesn't exist
     pass
 
diff --git a/nerfstudio/fields/nerfacto_field.py b/nerfstudio/fields/nerfacto_field.py
index b1b1c2cfb..e828ac664 100644
--- a/nerfstudio/fields/nerfacto_field.py
+++ b/nerfstudio/fields/nerfacto_field.py
@@ -49,7 +49,7 @@ from nerfstudio.fields.base_field import Field, shift_directions_for_tcnn
 
 try:
     import tinycudann as tcnn
-except ImportError:
+except ModuleNotFoundError:
     # tinycudann module doesn't exist
     pass
 
diff --git a/nerfstudio/fields/nerfplayer_nerfacto_field.py b/nerfstudio/fields/nerfplayer_nerfacto_field.py
index 0dc4ba4ce..759806f84 100644
--- a/nerfstudio/fields/nerfplayer_nerfacto_field.py
+++ b/nerfstudio/fields/nerfplayer_nerfacto_field.py
@@ -43,7 +43,7 @@ from nerfstudio.fields.base_field import Field, shift_directions_for_tcnn
 
 try:
     import tinycudann as tcnn
-except ImportError:
+except ModuleNotFoundError:
     # tinycudann module doesn't exist
     pass
 
diff --git a/nerfstudio/fields/nerfplayer_ngp_field.py b/nerfstudio/fields/nerfplayer_ngp_field.py
index 803637729..38f70e547 100644
--- a/nerfstudio/fields/nerfplayer_ngp_field.py
+++ b/nerfstudio/fields/nerfplayer_ngp_field.py
@@ -38,7 +38,7 @@ from nerfstudio.fields.base_field import Field, shift_directions_for_tcnn
 
 try:
     import tinycudann as tcnn
-except ImportError:
+except ModuleNotFoundError:
     # tinycudann module doesn't exist
     pass
 
diff --git a/nerfstudio/fields/sdf_field.py b/nerfstudio/fields/sdf_field.py
index 031614f2f..a6d222933 100644
--- a/nerfstudio/fields/sdf_field.py
+++ b/nerfstudio/fields/sdf_field.py
@@ -36,7 +36,7 @@ from nerfstudio.fields.base_field import Field, FieldConfig
 
 try:
     import tinycudann as tcnn
-except ImportError:
+except ModuleNotFoundError:
     # tinycudann module doesn't exist
     pass
 
diff --git a/tests/field_components/test_fields.py b/tests/field_components/test_fields.py
index 4714ed4d9..9e5611fcc 100644
--- a/tests/field_components/test_fields.py
+++ b/tests/field_components/test_fields.py
@@ -11,7 +11,7 @@ def test_tcnn_instant_ngp_field():
     """Test the tiny-cuda-nn field"""
     try:
         import tinycudann as tcnn  # noqa: F401
-    except ImportError as e:
+    except ModuleNotFoundError as e:
         # tinycudann module doesn't exist
         print(e)
         return