Happens in all games. To me, it sounds like the heatsink thermal paste has worn out. I mean, if it's 62 degrees celsius on idle, that means the air inside is cool. I've got 7 fans inside, and the processor never goes past 55 celsius on load.
Sounds like a heatsink issue, right? The moment the GPU starts doing work, it overheats.