diff --git a/packages/core/src/__tests__/field.spec.ts b/packages/core/src/__tests__/field.spec.ts
index da144d92edc..4685ed13b25 100644
--- a/packages/core/src/__tests__/field.spec.ts
+++ b/packages/core/src/__tests__/field.spec.ts
@@ -861,7 +861,7 @@ test('setState/getState', () => {
     })
   )
   expect(aa.value).toEqual('123')
-  expect(bb.value).toEqual('123')
+  expect(bb.value).toBeUndefined()
   expect(cc.value).toEqual('123')
   form.setFieldState(form.query('cc'), (state) => {
     state.value = 'ccc'
@@ -1093,7 +1093,7 @@ test('fault tolerance', () => {
   field.setDisplay('none')
   expect(field.value).toBeUndefined()
   field.setValue(321)
-  expect(field.value).toEqual(321)
+  expect(field.value).toBeUndefined()
   field.setDisplay('visible')
   expect(field.value).toEqual(321)
   form.setDisplay(null)
diff --git a/packages/core/src/__tests__/form.spec.ts b/packages/core/src/__tests__/form.spec.ts
index 11111edaa80..554655933aa 100644
--- a/packages/core/src/__tests__/form.spec.ts
+++ b/packages/core/src/__tests__/form.spec.ts
@@ -440,8 +440,8 @@ test('setState/getState/setFormState/getFormState/setFieldState/getFieldState',
       name: 'kk',
     })
   )
-  expect(oo.value).toEqual(123)
-  expect(kk.value).toEqual(321)
+  expect(oo.value).toBeUndefined()
+  expect(kk.value).toBeUndefined()
 })
 
 test('validate/valid/invalid/errors/warnings/successes/clearErrors/clearWarnings/clearSuccesses/queryFeedbacks', async () => {
@@ -1615,3 +1615,71 @@ test('form clearFormGraph not clear field values', () => {
   form.clearFormGraph('*', false)
   expect(form.values.aa).toEqual('123')
 })
+
+// test('form values auto clean with visible false', () => {
+//   const form = attach(
+//     createForm({
+//       initialValues: {
+//         aa: '123',
+//         bb: '321',
+//         cc: 'cc',
+//       },
+//     })
+//   )
+//   attach(
+//     form.createField({
+//       name: 'aa',
+//     })
+//   )
+//   attach(
+//     form.createField({
+//       name: 'bb',
+//       reactions: (field) => {
+//         field.visible = form.values.aa === '1233'
+//       },
+//     })
+//   )
+//   attach(
+//     form.createField({
+//       name: 'cc',
+//     })
+//   )
+
+//   expect(form.values).toEqual({
+//     aa: '123',
+//     cc: 'cc',
+//   })
+// })
+
+// test('form values auto clean with visible false in async setInitialValues', () => {
+//   const form = attach(createForm())
+//   attach(
+//     form.createField({
+//       name: 'aa',
+//     })
+//   )
+//   attach(
+//     form.createField({
+//       name: 'bb',
+//       reactions: (field) => {
+//         field.visible = form.values.aa === '1233'
+//       },
+//     })
+//   )
+//   attach(
+//     form.createField({
+//       name: 'cc',
+//     })
+//   )
+
+//   form.setInitialValues({
+//     aa: '123',
+//     bb: '321',
+//     cc: 'cc',
+//   })
+
+//   expect(form.values).toEqual({
+//     aa: '123',
+//     cc: 'cc',
+//   })
+// })
diff --git a/packages/core/src/models/Field.ts b/packages/core/src/models/Field.ts
index 3c89f678674..58d02dcab2c 100644
--- a/packages/core/src/models/Field.ts
+++ b/packages/core/src/models/Field.ts
@@ -224,8 +224,14 @@ export class Field<
         () => this.value,
         (value) => {
           this.notify(LifeCycleTypes.ON_FIELD_VALUE_CHANGE)
-          if (isValid(value) && this.selfModified && !this.caches.inputting) {
-            validateSelf(this)
+          if (isValid(value)) {
+            if (this.selfModified && !this.caches.inputting) {
+              validateSelf(this)
+            }
+            if (!this.visible) {
+              this.caches.value = toJS(value)
+              this.form.deleteValuesIn(this.path)
+            }
           }
         }
       ),
diff --git a/packages/core/src/shared/internals.ts b/packages/core/src/shared/internals.ts
index 8393915d339..76dd91621a7 100644
--- a/packages/core/src/shared/internals.ts
+++ b/packages/core/src/shared/internals.ts
@@ -986,10 +986,9 @@ export const resetSelf = batch.bound(
       if (options?.forceClear) {
         target.value = typedDefaultValue
       } else {
+        const initialValue = target.initialValue
         target.value = toJS(
-          !isUndef(target.initialValue)
-            ? target.initialValue
-            : typedDefaultValue
+          !isUndef(initialValue) ? initialValue : typedDefaultValue
         )
       }
     }