diff --git a/moto/ec2/models.py b/moto/ec2/models.py
index eaef6cbd6..e3e55cad7 100644
--- a/moto/ec2/models.py
+++ b/moto/ec2/models.py
@@ -226,7 +226,9 @@ class StateReason(object):
 
 class TaggedEC2Resource(BaseModel):
     def get_tags(self, *args, **kwargs):
-        tags = self.ec2_backend.describe_tags(filters={"resource-id": [self.id]})
+        tags = []
+        if self.id:
+            tags = self.ec2_backend.describe_tags(filters={"resource-id": [self.id]})
         return tags
 
     def add_tag(self, key, value):
diff --git a/moto/ec2/responses/elastic_ip_addresses.py b/moto/ec2/responses/elastic_ip_addresses.py
index e25922706..0cf549a83 100644
--- a/moto/ec2/responses/elastic_ip_addresses.py
+++ b/moto/ec2/responses/elastic_ip_addresses.py
@@ -151,6 +151,16 @@ DESCRIBE_ADDRESS_RESPONSE = """<DescribeAddressesResponse xmlns="http://ec2.amaz
           {% if address.association_id %}
             <associationId>{{ address.association_id }}</associationId>
           {% endif %}
+          <tagSet>
+            {% for tag in address.get_tags() %}
+              <item>
+                <resourceId>{{ tag.resource_id }}</resourceId>
+                <resourceType>{{ tag.resource_type }}</resourceType>
+                <key>{{ tag.key }}</key>
+                <value>{{ tag.value }}</value>
+              </item>
+            {% endfor %}
+          </tagSet>
         </item>
     {% endfor %}
   </addressesSet>
diff --git a/tests/test_ec2/test_elastic_ip_addresses.py b/tests/test_ec2/test_elastic_ip_addresses.py
index 8edd92e65..ea60097ae 100644
--- a/tests/test_ec2/test_elastic_ip_addresses.py
+++ b/tests/test_ec2/test_elastic_ip_addresses.py
@@ -581,3 +581,18 @@ def test_eip_tags():
     )
     # Expected total is 2, one with and one without tags
     len(addresses).should.equal(2)
+
+
+@mock_ec2
+def test_describe_addresses_tags():
+    client = boto3.client("ec2", region_name="us-west-1")
+
+    alloc_tags = client.allocate_address(Domain="vpc")
+    client.create_tags(
+        Resources=[alloc_tags["AllocationId"]],
+        Tags=[{"Key": "ManagedBy", "Value": "MyCode"}],
+    )
+    addresses_with_tags = client.describe_addresses()
+    assert addresses_with_tags.get("Addresses")[0].get("Tags") == [
+        {"Key": "ManagedBy", "Value": "MyCode"}
+    ]