This is almost certainly the CPU fan. Just buy another one and forget it.

For some reason there are a lot of cheap CPU fans out there. Sometimes you can hear a bad CPU fan, if the power supply fan is very quiet. Trust me, there is no way to oil it, jumpstart it, clean it..dust is evil.

I had a computer start beeping for no apparent reason, and thought at first it was an old boot sector virus :)