diff --git a/python/tvm/relay/frontend/tflite.py b/python/tvm/relay/frontend/tflite.py
index 791c056c4a3d..a45b1d84f386 100644
--- a/python/tvm/relay/frontend/tflite.py
+++ b/python/tvm/relay/frontend/tflite.py
@@ -1124,10 +1124,14 @@ def convert_conv(self, op, conv_type):
             pad_left, pad_right = get_pad_value(input_w, dilated_kernel_w, stride_w)
             do_pad = not (pad_top == 0 and pad_bottom == 0 and pad_left == 0 and pad_right == 0)
             if do_pad:
+                pad_value = 0
+                if input_tensor.qnn_params:
+                    pad_value = get_scalar_from_constant(input_tensor.qnn_params['zero_point'])
                 in_expr = _op.nn.pad(data=in_expr, pad_width=((0, 0),
                                                               (pad_top, pad_bottom),
                                                               (pad_left, pad_right),
-                                                              (0, 0)))
+                                                              (0, 0)), pad_value=float(pad_value))
+
         else:
             raise tvm.error.OpAttributeUnImplemented(
                 'Padding format {} is not supported for operator Conv.'.format(padding))