A reminder for when you really want to destroy a whole bunch of stuff...
Find out what tags you have locally:
david$ git tag
v1.0.0
v1.0.1
v1.1.0
Delete them all:
david$ git tag -d v1.0.0 v1.0.1 v1.1.0
Push all those deletes to the remote system:
david$ git push origin :refs/tags/v1.0.0 :refs/tags/v1.0.1 :refs/tags/v1.1.0
That's it. Destruction complete.