While it it is not recommended (the very first sentence from the GET method's documentation), technically you could do it:
constructor(private http: HttpClient) {}
doAGetWithBodyRequest(): void {
this.http.request(
// the type of request:
'get',
// the path:
'https://localhost:8080',
// the body:
{ body: 'your-body-in-here' }
}