A new and distinct cultivar of Tea Rose plant named ‘ALTsecret’ is disclosed, characterized by distinctive fully double flowers having a blended red-purple and pink color and a tea rose fragrance. Plants are vigorous and can be grown on their own roots. Plants are upright, flower continuously and exhibit good resistance to blackspot diseases. The new variety is normally produced as an outdoor garden or container plant.