diff --git a/crates/ruff_linter/src/rules/pep8_naming/mod.rs b/crates/ruff_linter/src/rules/pep8_naming/mod.rs
index 15aa305e0d..0f315ada00 100644
--- a/crates/ruff_linter/src/rules/pep8_naming/mod.rs
+++ b/crates/ruff_linter/src/rules/pep8_naming/mod.rs
@@ -89,7 +89,6 @@ mod tests {
         Ok(())
     }
 
-    #[test_case(Rule::InvalidArgumentName, Path::new("N803.py"))]
     #[test_case(Rule::InvalidArgumentName, Path::new("N804.py"))]
     fn preview_rules(rule_code: Rule, path: &Path) -> Result<()> {
         let snapshot = format!(
diff --git a/crates/ruff_linter/src/rules/pep8_naming/rules/invalid_argument_name.rs b/crates/ruff_linter/src/rules/pep8_naming/rules/invalid_argument_name.rs
index dd0a83a9a3..d2445e8c39 100644
--- a/crates/ruff_linter/src/rules/pep8_naming/rules/invalid_argument_name.rs
+++ b/crates/ruff_linter/src/rules/pep8_naming/rules/invalid_argument_name.rs
@@ -23,7 +23,7 @@ use crate::checkers::ast::Checker;
 /// > mixedCase is allowed only in contexts where that’s already the
 /// > prevailing style (e.g. threading.py), to retain backwards compatibility.
 ///
-/// In [preview], overridden methods are ignored.
+/// Methods decorated with `@typing.override` are ignored.
 ///
 /// ## Example
 /// ```python
@@ -61,8 +61,7 @@ pub(crate) fn invalid_argument_name_function(checker: &Checker, function_def: &S
     let semantic = checker.semantic();
     let scope = semantic.current_scope();
 
-    if checker.settings.preview.is_enabled()
-        && matches!(scope.kind, ScopeKind::Class(_))
+    if matches!(scope.kind, ScopeKind::Class(_))
         && is_override(&function_def.decorator_list, semantic)
     {
         return;
diff --git a/crates/ruff_linter/src/rules/pep8_naming/snapshots/ruff_linter__rules__pep8_naming__tests__N803_N803.py.snap b/crates/ruff_linter/src/rules/pep8_naming/snapshots/ruff_linter__rules__pep8_naming__tests__N803_N803.py.snap
index 7af2a22d2e..d8f2c61cd6 100644
--- a/crates/ruff_linter/src/rules/pep8_naming/snapshots/ruff_linter__rules__pep8_naming__tests__N803_N803.py.snap
+++ b/crates/ruff_linter/src/rules/pep8_naming/snapshots/ruff_linter__rules__pep8_naming__tests__N803_N803.py.snap
@@ -16,14 +16,6 @@ N803.py:6:28: N803 Argument name `A` should be lowercase
 7 |         return _, a, A
   |
 
-N803.py:18:28: N803 Argument name `A` should be lowercase
-   |
-16 | class Extended(Class):
-17 |     @override
-18 |     def method(self, _, a, A): ...
-   |                            ^ N803
-   |
-
 N803.py:22:16: N803 Argument name `A` should be lowercase
    |
 21 | @override  # Incorrect usage
diff --git a/crates/ruff_linter/src/rules/pep8_naming/snapshots/ruff_linter__rules__pep8_naming__tests__preview__N803_N803.py.snap b/crates/ruff_linter/src/rules/pep8_naming/snapshots/ruff_linter__rules__pep8_naming__tests__preview__N803_N803.py.snap
deleted file mode 100644
index d8f2c61cd6..0000000000
--- a/crates/ruff_linter/src/rules/pep8_naming/snapshots/ruff_linter__rules__pep8_naming__tests__preview__N803_N803.py.snap
+++ /dev/null
@@ -1,37 +0,0 @@
----
-source: crates/ruff_linter/src/rules/pep8_naming/mod.rs
----
-N803.py:1:16: N803 Argument name `A` should be lowercase
-  |
-1 | def func(_, a, A):
-  |                ^ N803
-2 |     return _, a, A
-  |
-
-N803.py:6:28: N803 Argument name `A` should be lowercase
-  |
-5 | class Class:
-6 |     def method(self, _, a, A):
-  |                            ^ N803
-7 |         return _, a, A
-  |
-
-N803.py:22:16: N803 Argument name `A` should be lowercase
-   |
-21 | @override  # Incorrect usage
-22 | def func(_, a, A): ...
-   |                ^ N803
-   |
-
-N803.py:25:21: N803 Argument name `A` should be lowercase
-   |
-25 | func = lambda _, a, A: ...
-   |                     ^ N803
-   |
-
-N803.py:29:42: N803 Argument name `A` should be lowercase
-   |
-28 | class Extended(Class):
-29 |     method = override(lambda self, _, a, A: ...)  # Incorrect usage
-   |                                          ^ N803
-   |