.NET core is supported on Linux. There is some stuff that won't work on Linux, like WPF, but it doesn't sound like you're using that.
If you are searching specifically for ".NET hosting" you are bound to come across a bunch of Windows results, so I wouldn't recommend that.
Any Linux virtual server provider will work just fine, provided they support a Linux distribution that runs the .NET core runtime, (which includes all the major ones). I'd avoid AWS or Azure. Those are a good way to run up a big bill pretty quick.
A $5 vm from the likes of Linode, Digital Ocean, Vultr, etc, will get you started just fine. Typically the costs won't be able to "spiral out of control"--you'll be allocated a set amount of CPU, memory, disk, and network usage.
You will have to configure the web server & .net yourself.
I am assuming from your post that you don't have a lot of experience with Linux. You can try setting it all up from home too if you have an old PC or laptop lying around. Download a linux distribution and give setting up a server a shot.