diff --git a/src/crewai/agents/agent_builder/base_agent.py b/src/crewai/agents/agent_builder/base_agent.py
index 207a1769a..c0d8041c1 100644
--- a/src/crewai/agents/agent_builder/base_agent.py
+++ b/src/crewai/agents/agent_builder/base_agent.py
@@ -134,6 +134,9 @@ class BaseAgent(ABC, BaseModel):
     @model_validator(mode="before")
     @classmethod
     def process_model_config(cls, values):
+        # Handle case where values is a function (can happen with CrewBase decorator)
+        if callable(values) and not isinstance(values, dict):
+            return values
         return process_config(values, cls)
 
     @field_validator("tools")
diff --git a/src/crewai/project/annotations.py b/src/crewai/project/annotations.py
index bf0051c4d..86a77bd63 100644
--- a/src/crewai/project/annotations.py
+++ b/src/crewai/project/annotations.py
@@ -79,7 +79,14 @@ def crew(func) -> Callable[..., Crew]:
 
         # Instantiate tasks in order
         for task_name, task_method in tasks:
+            # Get the task instance
             task_instance = task_method(self)
+            
+            # Handle case where agent is a method (function) from CrewBase
+            if hasattr(task_instance, 'agent') and task_instance.agent and callable(task_instance.agent) and not isinstance(task_instance.agent, type):
+                # Call the agent method to get the agent instance
+                task_instance.agent = task_instance.agent()
+                
             instantiated_tasks.append(task_instance)
             agent_instance = getattr(task_instance, "agent", None)
             if agent_instance and agent_instance.role not in agent_roles:
diff --git a/src/crewai/task.py b/src/crewai/task.py
index 30ab79c00..f20270ff0 100644
--- a/src/crewai/task.py
+++ b/src/crewai/task.py
@@ -61,6 +61,15 @@ class Task(BaseModel):
         output_pydantic: Pydantic model for task output.
         tools: List of tools/resources limited for task execution.
     """
+    
+    def __init__(self, **data):
+        # Handle case where agent is a callable (can happen with CrewBase decorator)
+        if 'agent' in data and callable(data['agent']) and not isinstance(data['agent'], type):
+            # Call the agent method to get the agent instance
+            data['agent'] = data['agent']()
+        
+        # Call the parent class __init__ method
+        super().__init__(**data)
 
     __hash__ = object.__hash__  # type: ignore
     logger: ClassVar[logging.Logger] = logging.getLogger(__name__)
diff --git a/tests/test_crewbase_agent_method.py b/tests/test_crewbase_agent_method.py
new file mode 100644
index 000000000..cfb14c523
--- /dev/null
+++ b/tests/test_crewbase_agent_method.py
@@ -0,0 +1,32 @@
+import unittest
+from crewai import Agent, Task
+
+
+class TestTaskInitFix(unittest.TestCase):
+    """Test the fix for issue #2219 where agent methods are not handled correctly in tasks."""
+
+    def test_task_init_handles_callable_agent(self):
+        """Test that the Task.__init__ method correctly handles callable agents."""
+        
+        # Create an agent instance
+        agent_instance = Agent(
+            role="Test Agent",
+            goal="Test Goal",
+            backstory="Test Backstory"
+        )
+        
+        # Create a callable that returns the agent instance
+        def callable_agent():
+            return agent_instance
+        
+        # Create a task with the callable agent
+        task = Task(
+            description="Test Task",
+            expected_output="Test Output",
+            agent=callable_agent
+        )
+        
+        # Verify that the agent in the task is an instance, not a callable
+        self.assertIsInstance(task.agent, Agent)
+        self.assertEqual(task.agent.role, "Test Agent")
+        self.assertIs(task.agent, agent_instance)