Looking back, Thompson, who has often criticised the US President, joked that she probably made a wrong decision, reported People magazine.
Thompson said she got the call from Trump in her trailer while she was shooting for 1998 movie "Primary Colors" with John Travolta.
"I had just been divorced and my decree absolute has just come through, like, the day before. So the phone rings in my trailer, which it has never done before. I look at it and it's, like, weird. It's like a moose has just entered my trailer.
The 57-year-old actress said she was initially confused but realised that he was actually asking her out.
She said Trump, 70, told her "well, you know, I think we would get on very well. Maybe we could have dinner sometime."
Thompson said she blurted out, "Okay, well I'll get back to you! Thank you so much for ringing."
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