If the experimental hypothesis is accepted, this means there is less than 5% probability that the results occurred by chance. In simple terms, this means the researcher can be pretty certain that the difference found was because of the manipulation of the independent variable (though there will always be a 5% chance that results are due to chance factors, even if significance is found).