One of the best ways to save without paying any tax on the interest you earn is through an Cash ISA. Each adult can have one and you can invest up to £3000 a year in one.
This is an absolute essential investment tool.
Interest rates vary so you need to look around for the best ones. See one of the web sites I recommend to be able to run comparisons.