Tokens are the basic elements of a Python program and include keywords, identifiers, literals, operators, and punctuators. Keywords are reserved words with special meaning, identifiers name variables and other elements, and literals provide constant values like strings and numbers. Operators perform operations on operands, while punctuators organize program structure. Together, these tokens form valid Python code.