Savings don't affect tax credits although I suppose if you had a massive amount (you are "allowed" additional income of up to £300 a year of interest I think which would suggest quite a sizeable amount if savings).
When universal credit comes it will change and if you have savings of over £16,000 you won't get anything, like housing benefit is now.