I have pain in my finger joints when I wake up. Could it be rheumatoid arthritis?

Yes, it can be but unless it persists probably not. I recently had someone who decided to do all her planting in one weekend. Come Monday her fingers were hurting. If the joints become red, hot, or swollen, the possibility of arthritis is possible.