Term for catchy tune that stays in your head

Solution 1:

I have never heard of a single word, but the phrase "stuck in your head" comes to mind.

Solution 2:

In English it is called earworm or sticky tune.

Solution 3:

Most songs, especially of the pop variety, tend to contain a "hook" which is designed to, well, hook into your mind. Not quite the answer to your question but a part of it. You can read more about musical hooks on Wikipedia.