When people are thinking something negative, it's often a good idea to recognize what they're thinking. Then it's easier to change their minds.
For example, if you're trying to convince your spouse to buy a house, but it looks a little old and dirty, you can start by saying something like this:
I know it's not the nicest-looking house...
I know it needs some work, but I think it's a great deal for the price.