OK, I searched the web for normal operating temps and max temps for your Intel 6700K CPU. This page
http://www.buildcomputers.net/cpu-temperature.html
says it idles up to 35C, "normal" is 53 to 70C, and Intel's recommended max is 72C. That last is conservative - the internal Intel protection systems will not throttle the CPU until significantly higher than that.
In many forum posts people suggest 60C is just fine, 70C should be about the max for heavy use, and over 80C is a bit too high. Many have seen close to 100C during heavy gaming but considered that too high and worked on improvements to cooling. One thread poster told a story of changing his cooling system because of temp worries and improving it until he was very satisfied that it ran at 60C even when working hard.
OP, your system can run at 35C just after start-up with no real load on it - that is normal. It gets up to 60C when gaming but rarely exceeds that. During that performance the rad fan speeds are not maxed out, indicating that the mobo automatic CPU temperature control system believes that is a perfectly acceptable operating temperature AND that there is reserve cooling capacity if the temperature starts to rise further.
It appears your CPU is operating at normal and acceptable temperatures. Do not expect it to stay at the 35C value you see only when it is at minimal workload.