"That Old Feeling" is a popular song. The music was written by Sammy Fain, the lyrics by Lew Brown. The song was published in 1937.

The song first appeared in the movie Vogues of 1938, actually released in 1937. It was immediately a hit in a version recorded by Shep Fields and His Rippling Rhythm Orchestra, considered to have spent fourteen weeks on the charts in 1937, four at #1. (The charts did not actually exist in those days, but reconstructions of what they would have been give those statistics). A version was also recorded by Jan Garber, which charted at #10).
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http://en.wikipedia.org/wiki/That_Old_Feeling
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I saw you last night and got that old feeling
When you came inside I got that old feeling
The moment that you danced by I felt a thrill
And when you caught my eye
My heart stood still
Once again I seemed to feel that old yearning
And I knew the spark of love was still burning
There'll be no new romance for me
It's foolish to start
For that old old feeling is still in my heart

(repeat entire verse)