diff --git a/src/retryOnEmpty.test.ts b/src/retryOnEmpty.test.ts
index cbda6489..b219b23c 100644
--- a/src/retryOnEmpty.test.ts
+++ b/src/retryOnEmpty.test.ts
@@ -2,6 +2,7 @@ import { providerFromEngine } from '@metamask/eth-json-rpc-provider';
 import type { SafeEventEmitterProvider } from '@metamask/eth-json-rpc-provider';
 import type { JsonRpcMiddleware } from '@metamask/json-rpc-engine';
 import { JsonRpcEngine } from '@metamask/json-rpc-engine';
+import { errorCodes, rpcErrors } from '@metamask/rpc-errors';
 import type { Json, JsonRpcParams, JsonRpcRequest } from '@metamask/utils';
 import { PollingBlockTracker } from 'eth-block-tracker';
 
@@ -627,6 +628,47 @@ describe('createRetryOnEmptyMiddleware', () => {
       );
     });
   });
+
+  describe('when provider return execution revert error', () => {
+    it('returns the same error to caller', async () => {
+      await withTestSetup(
+        {
+          configureMiddleware: ({ provider, blockTracker }) => {
+            return {
+              middlewareUnderTest: createRetryOnEmptyMiddleware({
+                provider,
+                blockTracker,
+              }),
+            };
+          },
+        },
+        async ({ engine, provider }) => {
+          const request: JsonRpcRequest<string[]> = {
+            id: 123,
+            jsonrpc: '2.0',
+            method: 'eth_call',
+            params: buildMockParamsWithBlockParamAt(1, '100'),
+          };
+          stubProviderRequests(provider, [
+            buildStubForBlockNumberRequest(),
+            {
+              request,
+              response: () => {
+                throw rpcErrors.invalidInput('execution reverted');
+              },
+            },
+          ]);
+          const promiseForResponse = engine.handle(request);
+          expect(await promiseForResponse).toMatchObject({
+            error: expect.objectContaining({
+              code: errorCodes.rpc.invalidInput,
+              message: 'execution reverted',
+            }),
+          });
+        },
+      );
+    });
+  });
 });
 
 /**
diff --git a/src/retryOnEmpty.ts b/src/retryOnEmpty.ts
index f4e717e4..b777f8c2 100644
--- a/src/retryOnEmpty.ts
+++ b/src/retryOnEmpty.ts
@@ -13,6 +13,7 @@ import pify from 'pify';
 import { projectLogger, createModuleLogger } from './logging-utils';
 import type { Block } from './types';
 import { blockTagParamIndex } from './utils/cache';
+import { isExecutionRevertedError } from './utils/error';
 import { timeout } from './utils/timeout';
 
 //
@@ -140,7 +141,10 @@ async function retry(
   for (let index = 0; index < maxRetries; index++) {
     try {
       return await asyncFn();
-    } catch (err) {
+    } catch (err: unknown) {
+      if (isExecutionRevertedError(err)) {
+        throw err as unknown;
+      }
       log('(call %i) Request failed, waiting 1s to retry again...', index + 1);
       await timeout(1000);
     }
diff --git a/src/utils/error.test.ts b/src/utils/error.test.ts
new file mode 100644
index 00000000..d51eca67
--- /dev/null
+++ b/src/utils/error.test.ts
@@ -0,0 +1,36 @@
+import { errorCodes } from '@metamask/rpc-errors';
+
+import { isExecutionRevertedError } from './error';
+
+const executionRevertedError = {
+  code: errorCodes.rpc.invalidInput,
+  message: 'execution reverted',
+};
+
+describe('isExecutionRevertedError', () => {
+  it('return false if object is not valid JSON RPC error', async () => {
+    const result = isExecutionRevertedError({ test: 'dummy' });
+    expect(result).toBe(false);
+  });
+
+  it('return false if error code is not same as errorCodes.rpc.invalidInput', async () => {
+    const result = isExecutionRevertedError({
+      ...executionRevertedError,
+      code: 123,
+    });
+    expect(result).toBe(false);
+  });
+
+  it('return false if error message is not "execution reverted"', async () => {
+    const result = isExecutionRevertedError({
+      ...executionRevertedError,
+      message: 'test',
+    });
+    expect(result).toBe(false);
+  });
+
+  it('return true for correct executionRevertedError', async () => {
+    const result = isExecutionRevertedError(executionRevertedError);
+    expect(result).toBe(true);
+  });
+});
diff --git a/src/utils/error.ts b/src/utils/error.ts
new file mode 100644
index 00000000..dbc693c0
--- /dev/null
+++ b/src/utils/error.ts
@@ -0,0 +1,13 @@
+import { errorCodes } from '@metamask/rpc-errors';
+import { isJsonRpcError } from '@metamask/utils';
+import type { JsonRpcError } from '@metamask/utils';
+
+export function isExecutionRevertedError(
+  error: unknown,
+): error is JsonRpcError {
+  return (
+    isJsonRpcError(error) &&
+    error.code === errorCodes.rpc.invalidInput &&
+    error.message === 'execution reverted'
+  );
+}