Tax avoidance or tax evasion?

The BBC Radio 4 programme Analysis of 22 July is entitled The Rule of Law v the Rule of Man
A new law punishing tax avoidance (not tax evasion) schemes has raised questions about the rule of law. Is it OK to punish tax avoiders who have obeyed the letter of the law?