Taxation in Scotland became largely a responsibility of Westminster when the country joined the Union. Post-devolution an increasing number of devolved taxes are the responsibility of the Scottish Parliament, now under the administration of Revenue Scotland.
References
Taxation in Scotland Wikipedia(Text) CC BY-SA