diff --git a/aesara/tensor/__init__.py b/aesara/tensor/__init__.py
index d726da3241..20084d1892 100644
--- a/aesara/tensor/__init__.py
+++ b/aesara/tensor/__init__.py
@@ -149,3 +149,27 @@ def _get_vector_length_Constant(op: Union[Op, Variable], var: Constant) -> int:
 
 
 __all__ = ["random"]  # noqa: F405
+
+# isort: off
+from aesara.tensor.math import DEPRECATED_NAMES as MATH_DEPRECATED_NAMES
+
+# isort: on
+
+
+DEPRECATED_NAMES = MATH_DEPRECATED_NAMES
+
+
+def __getattr__(name):
+    """Intercept module-level attribute access of deprecated symbols.
+
+    Adapted from https://stackoverflow.com/a/55139609/3006474.
+
+    """
+    from warnings import warn
+
+    for old_name, msg, old_object in DEPRECATED_NAMES:
+        if name == old_name:
+            warn(msg, DeprecationWarning, stacklevel=2)
+            return old_object
+
+    raise AttributeError(f"module {__name__} has no attribute {name}")
diff --git a/aesara/tensor/math.py b/aesara/tensor/math.py
index d5d2d6c6a8..108c3b911b 100644
--- a/aesara/tensor/math.py
+++ b/aesara/tensor/math.py
@@ -3145,6 +3145,11 @@ def matmul(x1: "ArrayLike", x2: "ArrayLike", dtype: Optional["DTypeLike"] = None
 DEPRECATED_NAMES = [
     ("abs_", "`abs_` is deprecated; use `abs` instead.", abs),
     ("inv", "`inv` is deprecated; use `reciprocal` instead.", reciprocal),
+    (
+        "true_div",
+        "`true_div` is deprecated; use `true_divide` or `divide` instead.",
+        true_divide,
+    ),
 ]
 
 
diff --git a/tests/tensor/test_math.py b/tests/tensor/test_math.py
index 3bb13dd912..0a41443fb6 100644
--- a/tests/tensor/test_math.py
+++ b/tests/tensor/test_math.py
@@ -3535,3 +3535,25 @@ def test_logdiffexp():
         if isinstance(node.op, Elemwise) and isinstance(node.op.scalar_op, aes.Exp)
     ]
     assert len(ops_graph) != 2
+
+
+def test_deprecations():
+    """Make sure we can import from deprecated modules."""
+
+    with pytest.deprecated_call():
+        from aesara.tensor.math import abs_  # noqa: F401 F811
+
+    with pytest.deprecated_call():
+        from aesara.tensor import abs_  # noqa: F401 F811
+
+    with pytest.deprecated_call():
+        from aesara.tensor import inv  # noqa: F401 F811
+
+    with pytest.deprecated_call():
+        from aesara.tensor.math import inv  # noqa: F401 F811
+
+    with pytest.deprecated_call():
+        from aesara.tensor import true_div  # noqa: F401 F811
+
+    with pytest.deprecated_call():
+        from aesara.tensor.math import true_div  # noqa: F401 F811