I've tried a range of different distros, including linux lite, kubuntu, peppermint, and lxle.
I've used Unetbootin, Live USB, and Universal USB Installer to load the ISOs onto the USB. Also, I've checked the ISOs on another computer, and they all boot up fine.
I'm running an emachines 355-n571gs5ikk.