Unfortunately, not all email clients support web fonts. This is why it is important to check how your design looks using the fallback fonts.
In general, web fonts are only supported by:
Gmail limitation
Gmail does not support Web fonts, including Google fonts (strange, indeed!). However, Gmail does natively support some fonts that are not your typical web-safe fonts: Google Sans and Roboto.
Preview of how web fonts render across different email clients