Take off the case. If it still reboots, do as the topic title says and see the first post for workarounds.
If it works without the case, I will assume you have the new slim case (which comes in several parts instead of the old one-part bumper case) and the power button probably gets stuck somehow.
If so, you can easily fix this yourself or contact Fairphone support to exchange the case …