diff --git a/changelogs/fragments/1109-ec2_vpc_net_info_keyerror.yml b/changelogs/fragments/1109-ec2_vpc_net_info_keyerror.yml
new file mode 100644
index 00000000000..7c7303fa5bb
--- /dev/null
+++ b/changelogs/fragments/1109-ec2_vpc_net_info_keyerror.yml
@@ -0,0 +1,3 @@
+bugfixes:
+  - ec2_vpc_net_info - fix KeyError (https://github.com/ansible-collections/amazon.aws/pull/1109).
+  - ec2_vpc_net_info - remove hardcoded ``ClassicLinkEnabled`` parameter when request for ``ClassicLinkDnsSupported`` failed (https://github.com/ansible-collections/amazon.aws/pull/1109).
\ No newline at end of file
diff --git a/plugins/modules/ec2_vpc_net_info.py b/plugins/modules/ec2_vpc_net_info.py
index 21e2a75472f..eb10b957775 100644
--- a/plugins/modules/ec2_vpc_net_info.py
+++ b/plugins/modules/ec2_vpc_net_info.py
@@ -204,12 +204,12 @@ def describe_vpcs(connection, module):
             # loop through the ClassicLink Enabled results and add the value for the correct VPC
             for item in cl_enabled['Vpcs']:
                 if vpc['VpcId'] == item['VpcId']:
-                    vpc['ClassicLinkEnabled'] = item['ClassicLinkEnabled']
+                    vpc['ClassicLinkEnabled'] = item.get('ClassicLinkEnabled', False)
         if cl_dns_support:
             # loop through the ClassicLink DNS support results and add the value for the correct VPC
             for item in cl_dns_support['Vpcs']:
                 if vpc['VpcId'] == item['VpcId']:
-                    vpc['ClassicLinkDnsSupported'] = item['ClassicLinkDnsSupported']
+                    vpc['ClassicLinkDnsSupported'] = item.get('ClassicLinkDnsSupported', False)
 
         # add the two DNS attributes
         if dns_support:
@@ -233,7 +233,7 @@ def describe_classic_links(module, connection, vpc, attribute, error_message):
         else:
             result = connection.describe_vpc_classic_link_dns_support(VpcIds=[vpc], aws_retry=True)
     except is_boto3_error_code('UnsupportedOperation'):
-        result = {'Vpcs': [{'VpcId': vpc, 'ClassicLinkEnabled': False}]}
+        result = {'Vpcs': [{'VpcId': vpc}]}
     except is_boto3_error_code('InvalidVpcID.NotFound'):
         module.warn(error_message.format(attribute, vpc))
     except (botocore.exceptions.ClientError, botocore.exceptions.BotoCoreError) as e:  # pylint: disable=duplicate-except