Not only is possible. Even was a comercial computer using Forth instead of BASIC. And it was pretty similar to the ZX Spectrum... I'm talking about the Jupiter Ace

https://en.wikipedia.org/wiki/Jupiter_Ace

Also, there is an obscure french Z80 computer that uses Forth : Hector HRX