Words on websites could become bold or italic if your font is corrupt or a setting is changed.
To verify your settings are correct:
Sometimes an extension causes this problem. To check, see Troubleshoot extensions, themes and hardware acceleration issues to solve common Firefox problems.
To make sure that your fonts are not corrupt or missing:
If you have a font that is a different name, rename it to be the right name.