What do you mean by
"... In the next page I click on return button..."
Do you have a navigation case for this? Or do you use the browsers back button?
Once the validation error has been cleared you should be able to navigate back to the page without seeing them any longer. Before trying to clrear the message, you should try to find out why this is happening.