Can direct relatives with green cards become party members?

The green card only gives you the right to reside in the United States. As long as you are not a citizen, it should not matter.

However, immediate relatives who have passed the citizenship test can apply for your immigration, but the waiting time is more than 10 years.

If you want to join the party now, it will be disadvantageous for your future immigration